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A Checkpoint of Research on Parallel I/O for High-Performance Computing

Network Structure Inference, A Survey: Motivations, Methods, and Applications

Facial Expression Analysis under Partial Occlusion: A Survey

Are We Ready to Drive Software-Defined Networks? A Comprehensive Survey on Management Tools and Techniques

Evaluating Computational Creativity: An Interdisciplinary Tutorial

A Survey of Modelling Trends in Temporal GIS

Practical Secure Computation Outsourcing: A Survey

Detection and Resolution of Rumours in Social Media: A Survey

Recent Advancements in Event Processing

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About CSUR

ACM Computing Surveys (CSUR) publishes comprehensive, readable tutorials and survey papers that give guided tours through the literature and explain topics to those who seek to learn the basics of areas outside their specialties. These carefully planned and presented introductions are also an excellent way for professionals to develop perspectives on, and identify trends in complex technologies. Recent issues have covered image understanding, software reusability, and object and relational database topics. 

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Forthcoming Articles

A Survey on Malicious Domains Detection through DNS Data Analysis

Triclustering Algorithms for Three-Dimensional Data Analysis: A Comprehensive Survey

Three-dimensional data are increasingly prevalent across biomedical and social domains. Notable examples are gene-sample-time, individual-feature-time or node-node-time data, generally referred observation-attribute-context data. The unsupervised analysis of three-dimensional data can be pursued to discover putative biological modules, disease progression patterns or communities of individuals with coherent behavior, thus being key to enhance the understanding of complex biological, individual and societal systems. Although clustering can be applied to group observations, it is of limited potential since observations in three-dimensional data domains are typically only meaningfully correlated on subspaces of the overall space. Biclustering tackles this challenge but disregards the third dimension of data. In this context, triclustering -- the discovery of coherent subspaces within three-dimensional data -- has been largely researched to tackle these problems. Despite the diversity of contributions in this field, there is still lacking a structured view on the major requirements of this task, allowed homogeneity criteria (including coherency, structure, quality, locality and orthonormality criteria) and algorithmic approaches. In this context, this work formalizes the triclustering task and its scope; introduces a taxonomy to categorize the contributions on the field; provides a comprehensive comparison of state-of-the-art triclustering algorithms according to their behavior and output; and lists relevant real-world applications.

Evaluation in Contextual Information Retrieval: Foundations and Recent Advances within the Challenges of Context Dynamicity and Data Privacy

Context such as user's search history, demographics, devices and surroundings, has become prevalent in various domains of information seeking and retrieval such as mobile search, task-based search and social search. While evaluation is central and has a long history in information retrieval, it faces the big challenge of designing an appropriate methodology that embeds the context into the evaluation settings. In this survey, we summarize in a unified view, a wide range of main and recent progress in contextual information retrieval evaluation that leverages diverse context dimensions and uses different principles, methodologies and levels of measurements. More specifically, this survey aims to fill two main gaps in the literature: first, it provides a critical summary and comparison of existing contextual information retrieval evaluation methodologies and metrics according to a simple stratification model; second, it points out the impact of context dynamicity and data privacy on the evaluation design. Finally, we recommend promising research directions for future investigations.

Integrated NFV/SDN Architectures: A Systematic Literature Review

Network Functions Virtualization (NFV) and Software-Defined Networking (SDN) are new paradigms towards open software and network hardware. While NFV aims at virtualizing network functions and deploying them into general purpose hardware, SDN makes networks programmable by separating the control and data planes. NFV and SDN are complementary technologies capable of providing one network solution. SDN can provide connectivity between Virtual Network Functions (VNFs) in a flexible and automated way, whereas NFV can use SDN as part of a service function chain. There are a great deal of studies proposing NFV/SDN architectures in different environments. Researchers have been trying to address reliability, performance, and scalability problems using different architectural designs. This Systematic Literature Review (SLR) focuses on integrated NFV/SDN architectures and has the following goals: i) to investigate and provide an in-depth review of the state-of-the-art of NFV/SDN architectures, ii) to synthesize their architectural designs, and iii) to identify areas for further improvements. In a broad view, this SLR will encourage researchers to advance the current stage of development (i.e., the state-of-the-practice) of integrated NFV/SDN architectures, as well as to shed some light on future research efforts and their challenges.

A Critical Review of Proactive Detection of Driver Stress Levels Based on Multimodal Measurements

Stress is a major concern in daily life that imposes significant and growing health and economic costs on society every year. Stress and driving are a dangerous combination which can lead to life-threatening situations as a large number of road traffic crashes occur every year due to driver stress. In addition, the rate of many general health issues caused by work-related chronic stress in drivers who work in public and private transport is greater than many other occupational groups. Therefore, an early warning system for drivers stress level in car is needed to continuously predict dangerous driving situations and alert the driver pro-actively from the perspective of safety and comfortable driving. With recent developments in ambient intelligence, such as sensing technologies, pervasive devices, context recognition, and communications, it is becoming feasible to comfortably measure combinations of different sensed modalities to recognise driver stress automatically. This survey reviews the most recent researches on automatic driver stress level detection domain based on different sensors and data. Different computational techniques which have been used in this domain for data analysis are investigated. The important methodological issues that hinder the implementation of such a system are discussed and future research directions are offered.

Scalable Graph Processing Frameworks: A Taxonomy and Open Challenges

The world is becoming a more conjunct place and the number of data sources such as social networks, online transactions, search engines and mobile devices is increasing even more than had been predicted. A large percentage of this growing dataset exists in the form of graphs, and of unprecedented sizes. While todays data from social networks contain 100s of millions of nodes connected by billions of edges, inter-connected data from globally-distributed sensors that forms the Internet of Things (IoT) can cause this to grow exponentially larger. Big data tools designed for text and tuple analysis such as MapReduce cannot process large graphs efficiently. So, graph distributed processing abstractions and systems are developed to design iterative graph algorithms and process large graphs with better performance and scalability. These graph frameworks propose novel methods or extend previous methods for processing graph data. In this article, we propose a taxonomy of graph processing systems and map existing systems to this classification. This captures the diversity in programming and computation models, runtime aspects of partitioning and communication, both for in-memory and distributed frameworks. Our effort helps to highlight key distinctions in architectural approaches, and identifies gaps for future research in scalable graph system

Reproducibility in Scientific Computing

Reproducibility is widely considered to be an essential requirement of the scientific process. However, a number of serious concerns have been raised recently, questioning whether today's computational work is adequately reproducible. In principle, it should be possible to specify a computation to sufficient detail that anyone should be able to reproduce it exactly. But in practice, there are fundamental, technical, and social barriers to doing so. The many objectives and meanings of reproducibility are discussed within the context of scientific computing. Many technical barriers to reproducibility are described, extant approaches surveyed, and open areas of research are identified.

Sequence-Aware Recommender Systems

Recommender systems are one of the most successful applications of data mining and machine learning technology in practice and significant technological advances were made over the last two decades. Academic research in the field in the recent past was strongly fueled by the increasing availability of large datasets containing user-item rating matrices. Many of these works were therefore based on a problem abstraction where only one single user-item interaction is considered in the recommendation process. In many application domains, however, multiple user-item interactions of different types can be recorded over time. And, a number of recent works has shown that this information can be used to build richer individual user models and to discover additional behavioral patterns that can be leveraged in the recommendation process. In this work we review existing works that consider information from such sequentially-ordered user-item interaction logs when recommending. In addition, we discuss problem settings where the sequence in which items can be recommended is subject to strict or weak ordering constraints. We propose a categorization of the corresponding recommendation tasks and goals, summarize existing algorithmic solutions, discuss methodological approaches when benchmarking what we call recommender systems, and outline open challenges in the area.

Who watches the watchmen: A security-focused review on current state-of-the-art techniques, tools and methods for systems and binary analysis on modern platforms.

Malicious software are still threatening users on a daily basis and their evolution goes from social- engineering-based bankers to advanced persistent threats (APTs). Recent research and discoveries have presented us to a wide range of anti-analysis and evasion techniques, in-memory attacks, such as Returned Oriented Programming (ROP), and systems subversion, including BIOS and hypervisors. This work presents a survey on techniques able to detect, mitigate and analyze these kinds of attacks, which require transparent and fine-grained environments as analysis resources. We cover current tools limitations, such as not being fully-transparent, and introduce systems and techniques to overcome and/or mitigate these constraints. The work presents approaches based on hypervisor introspection, System Managment Mode (SMM) instrumen- tation as well as some hardware-based ones. We also present some threats based on the same techniques. Our main goal is to give to the reader a broader and more comprehensive understanding of recently-surfaced tools and techniques.

A Taxonomy of SDN-enabled Cloud Computing

Software-Defined Networking (SDN) opened up new opportunities in networking with its concept of segregated control plane from the data forwarding hardware which enabled network to be programmable, adjustable and reconfigurable dynamically. These characteristics can bring numerous benefits to cloud computing where dynamic changes and reconfiguration are necessary with its on demand usage pattern. Although researchers have studied in utilizing SDN in cloud data centers, gaps still exists that can be explored further. In this paper, we propose a taxonomy to depict different aspects of SDN-enabled cloud data centers and explain each element in detail. The detailed survey of the studies in utilizing SDN for cloud data centers is presented specifically focusing on the power optimization and SLA-aware resource management. We also present various simulation and modelling methods that have been developed for evaluating SDN-enabled cloud data centers. Finally, we analyze the gap in current researches and propose the future directions.

Group Deviation Detection Techniques: A Survey

Pointwise anomaly detection and change detection focus on the study of individual data instances however an emerging area of research involves groups or collections of observations. From applications of high energy particle physics to healthcare collusion, group deviation detection techniques result in novel research discoveries, mitigation of risks, prevention of malicious collaborative activities and other interesting explanatory insights. In particular, static group anomaly detection is the process of identifying groups that are not consistent with regular group patterns while dynamic group change detection assesses significant differences in the state of a group over a period of time. Since both group anomaly detection and group change detection share fundamental ideas, this survey paper provides a clearer and deeper understanding of group deviation detection research in static and dynamic situations.

Co-simulation: a Survey

It is essential to find new ways of enabling experts in different disciplines to collaborate more efficiently in the development of ever more complex systems, under increasing market pressures. One possible solution for this challenge is to use a heterogeneous model-based approach where different teams can produce their conventional models and carry out their usual mono-disciplinary analysis, but in addition, the different models can be coupled for simulation (co-simulation), allowing the study of the global behavior of the system. Due to its potential, co-simulation is being studied in many different disciplines but with limited sharing of findings. Our aim with this work is to summarize, bridge, and enhance future research in this multidisciplinary area. We provide an overview of co-simulation approaches, research challenges, and research opportunities, together with a detailed taxonomy with different aspects of the state of the art of co-simulation and classification for the past five years. The main research needs identified are: finding generic approaches for modular, stable and accurate coupling of simulation units; and expressing the adaptations required to ensure that the coupling is correct.

Spatio-Temporal Data Mining: A Survey of Problems and Methods

Large volumes of spatio-temporal data are increasingly collected and studied in diverse domains including, climate science, social sciences, neuroscience, epidemiology, transportation, mobile health, and Earth sciences. Spatio-temporal data differs from relational data for which computational approaches are developed in the data mining community for multiple decades, in that both spatial and temporal attributes are available in addition to the actual measurements/attributes. The presence of these attributes introduces additional challenges that needs to be dealt with. Approaches for mining spatio-temporal data have been studied for over a decade in the data mining community. In this article we present a broad survey of this relatively young field of spatio-temporal data mining. We discuss different types of spatio-temporal data and the relevant data mining questions that arise in the context of analyzing each of these datasets. Based on the nature of the data mining problem studied, we classify literature on spatio-temporal data mining into six major categories: clustering, predictive learning, change detection, frequent pattern mining, anomaly detection, and relationship mining. We discuss the various forms of spatio-temporal data mining problems in each of these categories.

Provenance Analytics for Workflow-based Computational Experiments: a Survey

Until not long ago, manually capturing and storing provenance from scientific experiments were constant concerns for scientists. With the advent of computational experiments (modeled as scientific workflows) and Scientific Workflow Management Systems, produced and consumed data, as well as the provenance of a given experiment, are automatically managed, so provenance capturing and storing in such context is no longer a major concern. Similarly to several existing big data problems, the bottom line is now on how to analyze the large amounts of provenance data generated by workflow executions and how to be able to extract useful knowledge of this data. In this context, this article surveys the current state-of-art on provenance analytics by presenting the key initiatives that have been taken to support provenance data analysis. We also contribute by proposing a taxonomy to classify elements related to provenance analytics.

Content-based Music Information Retrieval (CB-MIR) and its Applications towards Music Industry: A Review

Huge increase in the number of digital music tracks has created a necessity to develop an automated tool to extract the needful information from those tracks. As this information has to be extracted from the contents of the music, it is known as Content Based - Music Information Retrieval (CB-MIR). As, since recent two decades, several research outcomes are observed in the area of CB-MIR, there is a need to consolidate and critically analyze the research findings to evolve future research directions. In this survey article, various tasks of content based music information retrieval and their applications are critically reviewed. In particular, the article focuses on eight MIR related tasks such as vocal/non-vocal segmentation, artist identification, genre classification, raga identification, query-by-humming (QBH), emotion recognition, instrument recognition and music clip annotation. The article elaborates the signal processing techniques to extract useful features for performing specific tasks mentioned above and discusses their strengths as well as weakness. This paper also points to some general research issues in CB-MIR and probable approaches towards solutions which help in improving the efficiency of existing CB-MIR systems.

GeoStreams: A Survey

Positional data from small and mobile GPS receivers has become ubiquitous and allows for many new applications such as road traffic or vessel monitoring as well as Location Based Services. To make these applications possible for which information on location is more important than ever, streaming spatial data needs to be managed, mined and used intelligently. This paper provides an overview of previous work in this evolving research field and discusses different applications as well as common problems and solutions. The conclusion indicates promising directions for future research.

Survey on Combinatorial Register Allocation and Instruction Scheduling

Register allocation (assigning variables to processor registers or memory) and instruction scheduling (reordering instructions to increase throughput) in a compiler are essential tasks for generating efficient assembly code. In the last three decades, combinatorial optimization has emerged as an alternative to traditional, heuristic algorithms for these two tasks. Combinatorial optimization approaches can generate optimal code, can accurately capture trade-offs between conflicting decisions, and are more flexible at the expense of increased compilation time. This survey reviews combinatorial optimization for register allocation and instruction scheduling. It focuses on integer programming, constraint programming, and partitioned Boolean quadratic programming as combinatorial techniques that are used in the area, are based on models, and can generate provably optimal code. A detailed, multidimensional classification of the surveyed approaches based on optimization technique, scope, model accuracy, and practical scalability enables to critically compare them and to highlight developments, trends, and challenges.

Large Scale Ontology Matching: State of the Art Analysis

To match large ontologies, automatic matchers become inevitable solution.However for a tool to efficiently and accurately match these large ontologies, they must integrate additional techniques above the normal techniques for matching small and medium sized ontologies.This paper therefore provides a discussion on the techniques being applied by ontology matching tools to achieve scalability by giving insights on each strategy.In addition we provide a review of the recent tools that employ each strategy

A Survey of End-system Optimizations for High Speed Networks

The gap is widening between the processor clock speed of end-system architectures and network throughput capabilities. It is now physically possible to provide single-flow throughput of speeds up to 100 Gbps, and 400 Gbps will soon be possible. Most current research into high-speed data networking focuses on managing expanding network capabilities within datacenter Local-Area Networks (LANs) or efficiently multiplexing millions of relatively small flows through a Wide-Area Network (WAN). However, datacenter hyper-convergence places high-throughput networking workloads on general-purpose hardware, and distributed High-Performance Computing (HPC) applications require time-sensitive, high-throughput end-to-end flows (also referred to as elephant flows) to occur over WANs. For these applications, the bottleneck is often the end-system, and not the intervening network. Since the problem of the end-system bottleneck was uncovered, many techniques have been developed which address this mismatch with varying degrees of effectiveness. In this survey, we describe the most promising techniques, beginning with network architecturesand NIC design, continuing with operating and end-system architectures, and concluding with clean-slate protocol design.

Using Genetic Algorithms in Test Data Generation: a Critical Systematic Mapping

Software testing activities account for a considerable portion of systems development cost and, for this reason, many studies have sought to automate these activities. Test data generation has a high cost reduction potential (specially for complex domain systems), since it can decrease human effort. Although several studies have been published about this subject, articles of reviews covering this topic usually focus only in specific domains. This article presents a systematic mapping aiming at providing a broad, albeit critical, overview of the literature in the topic of test data generation using genetic algorithms. The selected studies were categorized by software testing technique (structural, functional or mutation testing) for which test data were generated and by proposed modifications on genetic algorithms. The most used evaluation metrics and software testing techniques were identified. The results showed that genetic algorithms have been successfully applied to simple test data generation, but are rarely used to generate complex test data such as images, videos, sounds, and three-dimensional models. From these results, we discuss some challenges and opportunities for researches in this area.

Measuring software process: a systematic mapping study

Context: Software development process measurement is essential to reach predictable performance and high capability processes. Software process measurement provides support for better understanding, evaluation, management and control of the development process, project and resulting product, as well. Measurement enables organizations to recognize, improve, and predict their processes quality and performance, which place organizations in better position to make appropriate and informed decisions as early as possible during the development process. Objective: This study aims to understand the measurement of the software development process, to identify studies, to create a classification scheme based on the identified studies, and then, to map such studies into the scheme so as to answer the research questions. Method: Systematic mapping is the selected research methodology for this project. Results: A total of 419 studies are included, and classified into four groups with respect to their focus and into three groups based on the publishing date. Conclusion: The project effort and productivity are the attributes that have been measured more frequently, followed by process maturity and productivity in second place. GQM and CMMI are the main methods used in the studies, whereas Agile and Lean development and Small and Medium-Size Enterprise are the most frequently identified research contexts.

A Survey on Compiler Autotuning using Machine Learning

Since the mid 1980s, researchers have been trying to use machine-learning based approaches to solve a number of different compiler optimization problems. These techniques primarily enhance the quality of the obtained results and, more importantly, make it feasible to tackle two main compiler optimization problems: optimization selection (choosing which optimizations to apply) and phase-ordering (choosing the order of applying optimizations). The compiler optimization space continues to grow due to the advancement of applications, increasing compiler optimizations, and new target architectures. Generic optimization passes in compilers cannot fully leverage newly introduced optimizations and, therefore, cannot keep up with the pace of increasing options. This survey summarizes and classifies the recent advances in using machine learning for the compiler optimization field, particularly on the two major problems of (i) selecting the best optimizations and (ii) the phase-ordering of optimizations. The survey highlights the approaches taken so far, the obtained results, the fine-grain classification among different approaches and finally, the influential papers of the field.

Graph Summarization Methods and Applications: A Survey

While advances in computing resources have made processing enormous amounts of data possible, human ability to identify patterns in such data has not scaled accordingly. Thus, efficient computational methods for condensing and simplifying data are becoming vital for extracting actionable insights. In particular, while data summarization techniques have been studied extensively, only recently has summarizing interconnected data, or graphs, become popular. This survey is a structured, comprehensive overview of the state-of-the-art methods for summarizing graph data. We first broach the motivation behind and the challenges of graph summarization. We then categorize summarization approaches by the type of graphs taken as input and further organize each category by core methodology. Finally, we discuss applications of summarization on real-world graphs and conclude by describing some open problems in the field.

Current and Future Trends in Mobile Device Forensics: A Survey

Contemporary mobile devices are the result of an evolution process where computational and networking capabilities have been continuously pushed so as to keep pace with the constantly growing workload requirements. This has allowed devices such as smartphone and tablets to perform increasingly complex tasks, up to the point of efficiently replacing traditional options such as desktop computers and notebooks. However, these devices are more prone to theft, to compromising or to exploitation for attacks and other malicious activity, mainly due to their portability and size. The need for investigation of the aforementioned incidents resulted in the creation of the Mobile Forensics (MF) discipline. MF, a sub-domain of Digital Forensics (DF) is specialized in extracting and processing evidence from mobile devices in such a way that attacking entities and actions are identified and traced. Beyond its primary research interest on accurate evidence acquisition from mobile devices, MF has recently expanded its scope to encompass the organized and advanced evidence representation and analysis of entities behavior. The current paper aims to present the research conducted within the MF ecosystem during the last six years. Moreover, it identifies the gaps and highlights the differences from past research directions. Lastly, it addresses challenges and open issues in the field.

Deep Learning for Biometrics - A Survey

In the recent past, deep learning methods have demonstrated remarkable success for supervised learning tasks in multiple domains including computer vision, natural language processing and speech processing. In this paper, we investigate the impact of deep learning in the field of Biometrics given its success in various other domains. Since Biometrics deals with identifying people using their characteristics, it involves mostly supervised learning and can leverage the success of deep learning in other related domains. In this paper, we survey 100 different approaches that explore deep learning for recognizing individuals using various biometric modalities. We find that most of deep learning research in biometrics has been focused on face and speaker recognition. Based on inferences from these approaches, we discuss how deep learning methods can benefit the field of Biometrics and the potential gaps that deep learning approaches need to address for real-world biometric applications.

A Survey and Taxonomy of Self-Aware and Self-Adaptive Cloud Autoscaling Systems

Autoscaling system can reconfigure cloud-based services and applications, through various configurations of cloud so ware and provisions of hardware resources, to adapt to the changing environment at runtime. Such a behaviour is the foundation to achieve elasticity in modern cloud computing paradigm. Given the dynamic and uncertain nature of the shared cloud infrastructure, cloud autoscaling system has been engineered as one of the most complex, sophisticated and intelligent artifacts created by human, aiming to achieve self-aware, self-adaptive and dependable runtime scaling. Yet, existing Self-aware and Self-adaptive Cloud Autoscaling System (SSCAS) is not mature to a state that it can be reliably exploited in the cloud. In this article, we survey the state-of-the-art research studies on SSCAS and provide a comprehensive taxonomy for this eld. We present detailed analysis of the results and provide insights on the open challenges, as well as some of the promising solutions that are worth investigated in the future work of this area of research. Our survey and taxonomy contribute to the fundamentals to engineering more intelligent autoscaling systems in the cloud.

Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions

In the past decade, Convolutional Neural Networks (CNNs) have demonstrated state-of-the-art performance in various Artificial Intelligence tasks. To accelerate the experimentation and development of CNNs, several software frameworks have been released, primarily targeting power-hungry CPUs and GPUs. In this context, reconfigurable hardware in the form of FPGAs constitutes a potential alternative platform that can be integrated in the existing CNN ecosystem to provide a tunable balance between performance, power consumption and programmability. In this paper, a survey of the existing CNN-to-FPGA toolflows is presented, comprising a comparative study of their key characteristics which include the supported applications, architectural choices, design space exploration methods and achieved performance. Moreover, major challenges and objectives introduced by the latest trends in CNN algorithmic research are identified and presented. Finally, an evaluation methodology is proposed, aiming at the comprehensive, complete and in-depth evaluation of CNN-to-FPGA toolflows.

Conceptual Representations for Computational Concept Creation

Computational creativity seeks to understand computational mechanisms that can be characterized as creative. Creation of new concepts is a central challenge for any creative system. In this paper, we outline different approaches to concept creation and then review conceptual representations relevant to concept creation. The conceptual representations are organized in accordance with two important perspectives on the distinctions between them. One distinction is between symbolic, spatial and connectionist representations. The other is between descriptive and procedural representations. These two distinctions are orthogonal. Additionally, conceptual representations used in particular creative domains, i.e. language, music, image and emotion, are reviewed separately. For each representation reviewed, we cover the inference it affords, the computational means of building it, and its application in concept creation.

A Survey of Random Forest Based Methods for Intrusion Detection Systems

Over the past decades, researches have been proposing different Intrusion Detection approaches to deal with the increasing number and complexity of threats for computer systems. In this context, Random Forest models have been providing a notable performance on their applications in the realm of the behaviour-based Intrusion Detection Systems. Specificities of the Random Forest model are used to provide classification, feature selection and proximity metrics. This work provides a comprehensive review of the general basic concepts related to Intrusion Detection Systems, including taxonomies, attacks, data collection, modelling, evaluation metrics and commonly used methods. It also provides a survey of Random Forest based methods applied on this context, considering the particularities involved in these models. Finally, some open questions and challenges are posed combined with possible directions to deal with them, which may guide future works on the area.

A Survey on Multidimensional Scaling

This survey presents multidimensional scaling (MDS) methods and their applications in real world. MDS is an exploratory and multivariate data analysis technique becoming more and more popular. MDS is one of the multivariate data analysis techniques, which tries to represent the higher dimensional data into lower space. The input data for MDS analysis is measured by the dissimilarity or similarity of the objects under observation. Once the MDS technique is applied to the measured dissimilarity or similarity, MDS results in a spatial map. In the spatial map the dissimilar objects are far apart while objects which are similar are placed close to each other. In this survey paper, MDS is described fairly in comprehensive fashion by explaining the basic notions of classical MDS and how MDS can be helpful to analyze the multidimensional data. Later on various MDS based special models are described in a more mathematical way.

Systematically Understanding the Cyber Attack Business: A Survey

Cyber attacks are increasingly menacing businesses. Based on literature review and publicly available reports, this paper develops a comprehensive and systematic framework of the cybercrime business. A value chain model is constructed and used to describe 25 key value-added activities, which can be offered "as a service" for use in a cyber attack. Understanding the specialization, commercialization, and cooperation of services for cyber attacks helps to anticipate emerging cyber attack services. Finally, this framework can help to build a more cyber immune system by targeting cybercrime control-points and assigning defense responsibilities to encourage collaboration.

A Survey of Physics-Based Attack Detection in Cyber-Physical Systems

Monitoring the ``physics'' of control systems to detect attacks is a growing area of research. In its basic form a security monitor creates time-series models of sensor readings for an industrial control system and identifies anomalies in these measurements in order to identify potentially false control commands or false sensor readings. In this paper, we review previous work on physics-based anomaly detection based on a unified taxonomy that allows us to identify limitations and unexplored challenges, and propose new solutions.

Technical Privacy Metrics: a Systematic Survey

The goal of privacy metrics is to measure the degree of privacy enjoyed by users in a system and the amount of protection offered by privacy-enhancing technologies. In this way, privacy metrics contribute to improving user privacy in the digital world. The diversity and complexity of privacy metrics in the literature makes an informed choice of metrics challenging. As a result, redundant new metrics are proposed frequently, and privacy studies are often incomparable. In this survey we alleviate these problems by structuring the landscape of privacy metrics. For this we explain and discuss a selection of over eighty privacy metrics and introduce a categorization based on the aspect of privacy they measure, their required inputs, and the type of data that needs protection. In addition, we present a method on how to choose privacy metrics based on eight questions that help identify the right privacy metrics for a given scenario, and highlight topics where additional work on privacy metrics is needed. Our survey spans multiple privacy domains and can be understood as a general framework for privacy measurement.

Analytics for the Internet of Things: A Survey

The Internet of Things (IoT) envisions a world-wide, interconnected network of smart physical entities. These physical entities generate a large amount of data in operation and as the IoT gains momentum in terms of deployment, the combined scale of those data seems destined to continue to grow. Increasingly, applications for the IoT involve analytics. Data analytics is the process of deriving knowledge from data, generating value like actionable insights from them. This article reviews work in the IoT and big data analytics from the perspective of their utility in creating efficient, effective and innovative applications and services for a wide spectrum of domains. We review the broad vision for the IoT as it is shaped in various communities, examine the application of data analytics across IoT domains, provide a categorisation of analytic approaches and propose a layered taxonomy from IoT data to analytics. This taxonomy provides us with insights on the appropriateness of analytical techniques, which in turn shapes a survey of enabling technology and infrastructure for IoT analytics. Finally, we look at some tradeoffs for analytics in the IoT that can shape future research.

Activity Recognition with Evolving Data Streams: A Review

Activity recognition aims to provide accurate and opportune information on peoples activities by leveraging sensory data available in todays sensory rich environments. Nowadays, activity recognition has become an emerging field in the areas of pervasive and ubiquitous computing. A typical activity recognition technique processes data streams that evolve from sensing platforms such as mobile sensors, on body sensors, and/or ambient sensors. This paper surveys the two overlapped areas of research of activity recognition and data stream mining. The perspective of this paper is to review the adaptation capabilities of activity recognition techniques in streaming environment. Broad categories of techniques are identified based on the different features in both data streams and activity recognition. The pros and cons of the algorithms in each category are analysed and the possible directions of future research are indicated.

FPGA Dynamic and Partial Reconfiguration: A Survey of Architectures, Methods, and Applications

Dynamic and partial reconfiguration are key differentiating capabilities of field programmable gate arrays (FPGAs). While they have been studied extensively in academic literature, they find limited use in deployed systems. We review FPGA reconfiguration, looking at architectures built for the purpose, and the properties of modern commercial architectures. We then investigate design flows, and identify the key challenges in making reconfigurable FPGA systems easier to design. Finally, we look at applications where reconfiguration has found use, as well as proposing new areas where this capability places FPGAs in a unique position for adoption.

RDF Data Storage and Query Processing Schemes: A Survey

The size of Linked Data is growing fast, thus a Linked Data management system must to be able to deal with increasing amounts of data. Even though physically handling Linked Data using a relational table is possible, querying a giant triple table becomes very costly due to the multiple nested joins required for typical queries. In addition, the heterogeneity of Linked Data poses entirely new challenges to database systems. This article provides a comprehensive study of the state of the art in storing and querying RDF data. In particular, we focus on data storage techniques, indexing strategies, and query execution mechanisms. In addition, we provide a classification of existing systems and approaches. We also provide an overview of the various benchmarking efforts in this context and discuss some of the open problems in this domain.

A Survey on Routing in Anonymous Communication Protocols

The Internet has undergone dramatic changes in the past 15 years, and now forms a global communication platform that billions of users rely on for their daily activities. While this transformation has brought tremendous benefits to society, it has also created new threats to online privacy, such as omnipotent governmental surveillance. As a result, public interest in systems for anonymous communication has drastically increased. In this work, we survey previous research on designing, developing, and deploying systems for anonymous communication. Our taxonomy and comparative assessment provide important insights about the differences between the existing classes of anonymous communication protocols.

Voice Disguise in Automatic Speaker Recognition

We, humans, are able to identify other people even in voice disguise conditions. However, we are not immune to all voice changes when trying to identifying people from voice. Likewise, automatic speaker recognition systems can also be deceived by voice imitation and other types of disguise. Taking into account the voice disguise classification into the combination of two different categories (deliberate/non-deliberate and electronic/non-electronic), this survey provides a literature review on the influence of voice disguise in the automatic speaker recognition task and the robustness of these systems to such voice changes. Additionally, the survey addresses existing applications dealing with voice disguise and analyses some issues for future research.

Continuous Spatial Query Processing: A Survey of Safe Region Based Techniques

GPS-equipped devices such as smartphones have become prevalent in the past decade. They have fostered abundant location-based services in applications such as navigation and location-based social networking. Continuous spatial queries serve as a building block for many location-based services. An example of such queries is to continuously maintain the nearest customers for an Uber driver when she is driving. Processing such queries with high efficiency is crucial to the user experience, since real-time updates are required to the query result as the query or data objects are moving. A popular approach to address this efficiency issue is to use safe regions. A safe region is a region inside which an object can move arbitrarily without causing any changes to the query result. As long as the query object stays in its safe region, no query result update is required. This substantially reduces the frequency of query re-evaluation and query result update, and hence improves query efficiency. Safe regions have very interesting theoretical properties and are worth in-depth analysis. We provide a comparative study of the safe region based approaches. We describe how safe regions are defined and computed for different types of continuous spatial queries, and discuss possible further improvements.

A Survey of Network Traffic Anonymisation Techniques and Implementations

Many networking research activities are dependent on the availability of network captures. Even outside academic research there is a need for sharing network captures, to cooperate on threat assessments or for debugging. However, most network captures can not be shared due to privacy concerns. There have been many advances in the understanding of anonymisation and cryptographic methods, which have changed the perspective on the effectiveness of many anonymisation techniques. On the other hand these advances, combined with the increase of computational abilities, may have also made it feasible to perform anonymisation in real-time. This may make it easier to collect and distribute network captures, both for research and for other applications. This article surveys the literature over the period of 1998 -- 2015 on network traffic anonymisation techniques and implementations. The aim is to provide an overview of the current state of the art, and to highlight how advances in related fields have shed new light on anonymisation and pseudonimisation methodologies. The few currently maintained implementations are also reviewed. Lastly, we identify future research directions to enable easier sharing of network traffic, which in turn can enable new insights in network traffic analy

A Survey of Symbolic Execution Techniques

Many security and software testing applications require checking whether certain properties of a program hold for any possible usage scenario. For instance, a tool for identifying software vulnerabilities may need to rule out the existence of any backdoor to bypass a program's authentication. One approach would be to test the program using different, possibly random inputs. As the backdoor may only be hit for very specific program workloads, automated exploration of the space of possible inputs is of the essence. Symbolic execution provides an elegant solution to the problem, by systematically exploring many possible execution paths at the same time without necessarily requiring concrete inputs. Rather than taking on fully specified input values, the technique abstractly represents them as symbols, resorting to constraint solvers to construct actual instances that would cause property violations. Symbolic execution has been incubated in dozens of tools developed over the last four decades, leading to major practical breakthroughs in a number of prominent software reliability applications. The goal of this survey is to provide an overview of the main ideas, challenges, and solutions developed in the area, distilling them for a broad audience.

A Systematic Mapping Study on Intrusion Alert Analysis in Intrusion Detection Systems

Intrusion alert analysis is an attractive and active topic in the area of intrusion detection and prevention system (IDPS). In recent decades, many research communities have been working in this field. Therefore, a large volume of research works are released and hence, various research areas have emerged. However, there has been no systematic and up-to-date review of research works within the field. The main objective of this paper is to achieve a taxonomy of research fields in intrusion alert analysis and present a reference guide for researchers who want to enter in this area. To this aim, a systematic mapping study (SMS) on 433 high-quality research works has been conducted. By using keywords clustering, there are ten different research topics in the field of intrusion alert analysis which can be classified into three broad groups: pre-processing, processing, and post-processing. A brief description is provided regarding these groups and their related topics. Indeed, some useful analysis are presented based on data extraction from research works. The results show that the processing group contains most of the research works and newly moved to heterogeneous correlation. Also, the post-processing group is newer than others and recently considered by research communities and security administrators.

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ACM Software System Award (1987)
Michael T Goodrich ACM Fellows (2009)
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Goetz Graefe ACM Software System Award (2008)
Susan L Graham ACM-IEEE CS Ken Kennedy Award (2011)
ACM Distinguished Service Award (2006)
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Jim Gray ACM A. M. Turing Award (1998)
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Cordell Green ACM Fellows (1994)
ACM Grace Murray Hopper Award (1985)
Robert Grossman ACM Fellows (2016)
Barbara J Grosz ACM AAAI Allen Newell Award (2008)
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Jonathan Grudin ACM Fellows (2012)
Rachid Guerraoui ACM Fellows (2012)
Leonidas J Guibas ACM AAAI Allen Newell Award (2007)
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Gopal Krishna Gupta ACM Fellows (1998)
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Carl Gutwin ACM Distinguished Member (2015)
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Wendy Hall Outstanding Contribution to ACM Award (2014)
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Lynda Hardman ACM Distinguished Member (2014)
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Thomas A Henzinger ACM Fellows (2006)
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C. Antony R. Hoare ACM A. M. Turing Award (1980)
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Abraham Lempel ACM Paris Kanellakis Theory and Practice Award (1997)
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ACM Programming Systems and Languages Paper Award (1982)
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Yunhao Liu ACM Presidential Award (2013)
David B Lomet ACM Fellows (2002)
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ACM Software System Award (1988)
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Raj Reddy ACM Fellows (2012)
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John C Reynolds ACM Fellows (2001)
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John Rice ACM Fellows (1996)
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Eric S Roberts ACM Karl V. Karlstrom Outstanding Educator Award (2012)
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Joel Jose Rodrigues ACM Senior Member (2011)
Saul Rosen ACM Distinguished Service Award (1984)
Arnold Rosenberg ACM Fellows (1996)
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Azriel Rosenfeld ACM Fellows (1994)
Nick Roussopoulos ACM Fellows (2001)
Daniela Rus ACM Fellows (2014)
Barbara Gershon Ryder ACM Presidential Award (2008)
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Rizos Sakellariou ACM Senior Member (2015)
Sherif Sakr ACM Senior Member (2017)
Ahmed Sameh ACM Fellows (1999)
Hanan Samet ACM Paris Kanellakis Theory and Practice Award (2011)
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Ravinderpal S Sandhu ACM Fellows (2001)
Vijay Saraswat ACM Doctoral Dissertation Award (1989)
Mahadev Satyanarayanan ACM Software System Award (2016)
ACM Fellows (2002)
John E Savage ACM Fellows (1996)
Hans-Joerg Schek ACM Fellows (2001)
William L Scherlis ACM Senior Member (2009)
Fred B Schneider ACM Fellows (1995)
Robert Sedgewick ACM Fellows (1997)
Bart Selman ACM Fellows (2012)
Lui Sha ACM Fellows (2005)
Marc Shapiro ACM Senior Member (2009)
Micha Sharir ACM Fellows (1997)
Dennis E Shasha ACM Fellows (2013)
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Mary M Shaw ACM Fellows (1996)
Prashant J Shenoy ACM Distinguished Member (2009)
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Kevin Skadron ACM Fellows (2015)
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Jacob Slonim ACM Doctoral Dissertation Award (1980)
Alan Smith ACM Fellows (2001)
Richard T Snodgrass Outstanding Contribution to ACM Award (2004)
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Diomidis Spinellis ACM Senior Member (2006)
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John Stasko ACM Distinguished Member (2011)
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Ivan Sutherland ACM Fellows (1994)
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Jeffrey Victor Sutherland ACM Senior Member (2009)
Roberto Tamassia ACM Fellows (2012)
Andrew S Tanenbaum ACM Fellows (1996)
Andrew S. Tanenbaum ACM Karl V. Karlstrom Outstanding Educator Award (1994)
Robert W Taylor ACM Fellows (1994)
ACM Software System Award (1984)
Bent Thomsen ACM Senior Member (2016)
Irv Traiger ACM Fellows (1994)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
ACM Programming Systems and Languages Paper Award (1971)
Allen Tucker ACM Fellows (1994)
Outstanding Contribution to ACM Award (1991)
Jeffrey D Ullman ACM Karl V. Karlstrom Outstanding Educator Award (1997)
ACM Fellows (1995)
Patrick Valduriez ACM Fellows (2012)
Mateo Valero ACM Distinguished Service Award (2012)
ACM-IEEE CS Eckert-Mauchly Award (2007)
ACM Fellows (2002)
Paul Van Oorschot ACM Fellows (2016)
Robbert Van Renesse ACM Fellows (2009)
C J Van Rijsbergen ACM Fellows (2003)
Moshe Y Vardi ACM Presidential Award (2017)
Outstanding Contribution to ACM Award (2009)
ACM Presidential Award (2008)
ACM Paris Kanellakis Theory and Practice Award (2005)
ACM Fellows (2000)
Sebastian Ventura ACM Senior Member (2013)
Jeffrey S Vetter ACM Distinguished Member (2012)
ACM Gordon Bell Prize
Performance (2010)
Philip Wadler ACM Fellows (2007)
David L Waltz ACM Fellows (1999)
Yu Wang ACM Senior Member (2011)
Anthony I Wasserman ACM Fellows (1996)
Peter Wegner ACM Distinguished Service Award (2000)
ACM Fellows (1995)
Bruce W Weide ACM Senior Member (2009)
Fred W Weingarten ACM Fellows (1996)
Edgar Weippl ACM Senior Member (2008)
Michael Wellman ACM Fellows (2005)
John R. White ACM Presidential Award (2015)
ACM Fellows (1995)
Outstanding Contribution to ACM Award (1994)
Jennifer Widom ACM Athena Lecturer Award (2015)
ACM Fellows (2005)
Gio Wiederhold ACM Fellows (1995)
Reinhard Wilhelm ACM Distinguished Service Award (2010)
ACM Fellows (2000)
John Wilkes ACM Fellows (2002)
Maurice V. Wilkes ACM Fellows (1994)
ACM-IEEE CS Eckert-Mauchly Award (1980)
ACM A. M. Turing Award (1967)
Jeannette M. Wing ACM Distinguished Service Award (2014)
ACM Fellows (1998)
Niklaus E Wirth ACM Fellows (1994)
ACM A. M. Turing Award (1984)
ACM Programming Systems and Languages Paper Award (1978)
Ian Witten ACM Fellows (1996)
Ouri Wolfson ACM Fellows (2001)
Pierre Wolper ACM Paris Kanellakis Theory and Practice Award (2005)
Jie Wu ACM Senior Member (2006)
William A Wulf ACM Karl V. Karlstrom Outstanding Educator Award (2014)
ACM Distinguished Service Award (2011)
ACM Fellows (1994)
Qiang Yang ACM Fellows (2017)
ACM Distinguished Member (2011)
Bulent Yener ACM Senior Member (2013)
Philip S Yu ACM Fellows (1997)
Pamela Zave ACM Fellows (2001)
HongJiang Zhang ACM Fellows (2007)
Lixia Zhang ACM Fellows (2006)
Feng Zhao ACM Distinguished Member (2006)
Yuanyuan Zhou ACM Fellows (2013)
ACM Distinguished Member (2011)
Albert Zomaya ACM Distinguished Member (2006)
Stuart Zweben ACM Fellows (1998)
Outstanding Contribution to ACM Award (1997)
Andries van Dam ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1993)
Andries van Dam ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1993)

First Name Last Name Paper Counts
Peter Denning 21
Adele Goldberg 18
Rajkumar Buyya 9
William Dorn 9
Anthony Wasserman 8
Sparsh Mittal 7
Helen Ashman 6
Rachid Guerraoui 6
Andries Van Dam 6
Peter Wegner 6
Jeffrey Vitter 5
Rance Cleaveland 5
Sameeullah Khan 5
Yannis Ioannidis 5
Azzedine Boukerche 5
Jacques Cohen 5
Sundaraja Iyengar 5
Elliott Organick 5
Andrew Tanenbaum 5
Luca Cardelli 4
Jeffrey Buzen 4
Scott Smolka 4
Gonzalo Navarro 4
Corrado Priami 4
Mohamed Fayad 4
Wendy Hall 4
Albert Zomaya 4
James Peterson 4
James Fry 4
David Lilja 4
Pierpaolo Degano 4
Peter Lee 4
Fred Schneider 4
Jayadev Misra 4
Peter Wegner 4
Azriel Rosenfeld 4
Richard Muntz 4
Hanan Samet 4
Jens Palsberg 4
Narendra Ahuja 4
Brad Myers 4
Tamer Özsu 4
Gregory Andrews 4
Robyn Kozierok 3
Toby Teorey 3
Joseph Pasquale 3
Miroslaw Malek 3
Johnleslie King 3
Robert Rosin 3
David Schmidt 3
Pankaj Agarwal 3
Nabil Adam 3
Charles Consel 3
Abdullah Gani 3
Ingrid Carlbom 3
Antônio Loureiro 3
Avi Silberschatz 3
Goetz Graefe 3
Leslie Carr 3
Michael Bieber 3
Dick Bulterman 3
Mark Harman 3
Cristina Nita-Rotaru 3
Werner Retschitzegger 3
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Tim Meyer 1
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Stavros Christodoulakis 1
Yechiam Yemini 1
Vijay Vaishnavi 1
Alejandro Frery 1
José Marroquín 1
Maozhen Li 1
Randal Bryant 1
Berl Hartman 1
Fred Carter 1
Abraham Waksman 1
Krzysztof Pawlikowski 1
Daniel Lopresti 1
Nevenka Dimitrova 1
Minos Garofalakis 1
Hongjiang ZHANG 1
Jennifer Klein, J 1
Sandeep Purao 1
Reuven Bar-Yehuda 1
Keren Bendel 1
Odemir Bruno 1
Author index 1
M Kherfi 1
A Bernardi 1
Andrea Maurino 1
Marco Mesiti 1
Gunter Saake 1
Amit Sheth 1
Marvin Paull 1
Susan Davidson 1
Rui Chen 1
Nevin Hentze 1
Martin Stytz 1
Ophir Frieder 1
Wen Gao 1
Govind Sharma 1
Bernhard Westfechtel 1
Margaret Eich 1
Paul Suetens 1
Dinesh Manocha 1
Lucas Bordeaux 1
Lydia Kavraki 1
Alexis Kirke 1
Scott Davidson 1
Deborah Hix 1
Mitchell Harris 1
Stanisław Osiński 1
Richi Nayak 1
Bang Wang 1
P Plauger 1
Karl Levitt 1
Stephen Kimbleton 1
Roberto Giacobazzi 1
Suresh Jagannathan 1
Gideon Frieder 1
Kang Shin 1
Markus Weinhardt 1
Rick Cattell 1
Jeffrey Scofield 1
Alan Shaw 1
Brian Mirtich 1
Leonidas Guibas 1
Michael Isard 1
James Muir 1
Sandra Heiler 1
Vassilis Kostakos 1
Eduardo Santana 1
Xuanhua Shi 1
Aneez Fatima 1
Xiaoyangsean Wang 1
Angelos Keromytis 1
Jonathan Furner 1
David Ellis 1
Joonhee Yoo 1
Kasim Candan 1
Mike Craven 1
Carol Mills 1
Zain Tariq 1
Adrián Riesco 1
Oscar Nierstrasz 1
T Baker 1
Daniel Hirschberg 1
Lynda Hardman 1
Paul Lewis 1
Mark Chignell 1
Geert Houben 1
Steve Green 1
Chris Greenhalgh 1
Farshid Arman 1
Stratis Konakas 1
Randy Pausch 1
Kalle Lyytinen 1
Paul Knueven 1
Dale Skeen 1
Tiejun Huang 1
Michael Hatzopoulos 1
Bennet Lientz 1
Andrew Hanson 1
Duane Szafron 1
Paul Van Oorschot 1
Patrick Mallett 1
H Hartson 1
Byron Stutzman 1
Denzil Ferreira 1
Paulo Martins 1
Eva Onaindía 1
Hristina Mihajloska 1
Jhonny Mertz 1
Stefan Miltchev 1
Jon Kleinberg 1
Boriana Koleva 1
Ian Taylor 1
Marco Schneider 1
Emiliano Casalicchio 1
Nardine Osman 1
Judith Masthoff 1
Michael Stein 1
Ralf Laue 1
Yufei Ni 1
Zonghui Li 1
Shuai Mu 1
Tim Storer 1
Nguyen Tran 1
Kiranbir Kaur 1
Panagiotis Metaxas 1
Frank Shipman 1
Richard Bodner 1
Katherine Compton 1
Konstantinos Morfonios 1
Aaron Harwood 1
Barbara Pernici 1
Piero Fraternali 1
Marco Bernardo 1
Iain Campbell 1
Donald Sannella 1
Hans Wirth 1
Leila De Floriani 1
William Choi 1
Mechtild Wallrath 1
Salvatore March 1
Sunggu Lee 1
Yonghong Tian 1
Qiang Yang 1
Magdy Abadir 1
Joseph Newcomer 1
Oliver Günther 1
Alan Smith 1
Devanshu Dhyani 1
Sourav Bhowmick 1
Ouri Wolefson 1
Alper Yilmaz 1
Youssef Hamadi 1
Reidar Conradi 1
Pascal Fua 1
Sariel Har-Peled 1
Patrice Koehl 1
Hartmann Genrich 1
P Thiagarajan 1
Paul Moranda 1
Peter Bono 1
Roger King 1
Theodore Willoughby 1
Yaser Mansouri 1
Marco Gerosa 1
Fábio Kon 1
Dejan Milojičić 1
Alejandro Torreño 1
Moslem Yousefi 1
Pranjul Yadav 1
Elif Kavun 1
Mary Whitton 1
Ligang He 1
Peter Chapin 1
Christian Skalka 1
Jonathan Smith 1
Sotiris Ioannidis 1
Jeffrey Nickerson 1
Peter Nürnberg 1
Peter Willett 1
Ronald Perrott 1
Akrivi Katifori 1
Thomas Sager 1
Sukyoung Ryu 1
Tobias Gemmeke 1
Boris Velichkovsky 1
Jens Helmert 1
Zheng Yang 1
Pablo Castro 1
Daqing Zhang 1
Karim Barkati 1
Mattias De Wael 1
Bruno De Fraine 1
Shankar Karuppayah 1
Tianyin Xu 1
Piotr Chołda 1
Zhixian Yan 1
Vânia Bogorny 1
Wanita Sherchan 1
Surya Nepal 1
Simon Fleming 1
Doron Tauber 1
Stephen Kelley 1
Daniel Lázaro 1
Smruti Sarangi 1
Jiajun Liu 1
Yves Robert 1
Richard Stallman 1
William Newman 1
Niels Van Berkel 1
Viivi Uurtio 1
João Monteiro 1
Leonel Sousa 1
Onur Tunali 1
Mustafa Altun 1
Artem Voronkov 1
Heuiseok Lim 1
Michael Steinbach 1
Suhang Wang 1
Ingrid Nunes 1
Yongluan Zhou 1
Yingfei Xiang 1
Mike Fraser 1
Constantin Halatsis 1
John Villasenor 1
Philip Leong 1
Yangdong Deng 1
Muhammad Babar 1
Muhammad Kamran 1
Padma Jayaraman 1
Mieke Massink 1
Jing Ma 1
Muffy Calder 1
Venkatraman Balasubramanian 1
Cecil Smith 1
Amir Yahyavi 1
Pierluigi Plebani 1
Salima Benrernou 1
Elias Houstis 1
Giuseppe Cattaneo 1
Mary Bailey 1
Daniela Giorgi 1
Jacques De Kergommeaux 1
Flavio Esposito 1
Ibrahim Matta 1
Alyn Rockwood 1
J Quinlan 1
Donald House 1
Patrick Valduriez 1
Xavier Vera 1
Anna Formica 1
Jose Onieva 1
Javier López 1
N Santoso 1
Edgar Knapp 1
Joan Peckham 1
Kanthaiah Vijayalayan 1
Manuel Carro 1
Jack Briner 1
Sven Krumke 1
Hartmut Noltemeier 1
Dora Giammarresi 1
George Beskales 1
Mohamed Soliman 1
Michela Spagnuolo 1
Matthieu Latapy 1
Laura Beckwith 1
Alan Blackwell 1
Elias Duarte 1
Yeehong Yang 1
Sape Mullender 1
Bernhard Haslhofer 1
Robert Schumacker 1
Michael Coffin 1
Peter Buhr 1
Daniel Reed 1
James Mokwa 1
Colin Ware 1
Ellen Riloff 1
Jim Melton 1
Steve Chapin 1
Kai Liu 1
Pierangela Samarati 1
Malcolm Atkinson 1
O Buneman 1
Stefan Pleisch 1
Tommy Thorn 1
Michael Benedikt 1
Eddie Shek 1
Larry Jackson 1
Venu Vasudevan 1
Paul Pazandak 1
Andrew Greenberg 1
Sharon Laskowski 1
Michael Wolverton 1
Ian Holland 1
Bernhard Eschermann 1
Jason Dedrick 1
Mark Leone 1
Mary Shaw 1
Robin Abraham 1
Margaret Burnett 1
Joseph Lawrance 1
Kathleen Mcgill 1
Sherali Zeadally 1
Dawoud Dawoud 1
Tao Peng 1
François Bancilhon 1
Bruce Maggs 1
Vijay Chandru 1
Henry Dietz 1
Benjamin Goldberg 1
Dennis Shasha 1
Ravi Sandhu 1
Yuichi Nakamura 1
Michele Missikoff 1
Swaminathan Sivasubramanian 1
Qiang Ji 1
Arthur Veen 1
Gilles Brassard 1
Bernard Moret 1
Mark Palmer 1
Ian Sommerville 1
Lisa Brown 1
Marvin Tharp 1
Christoph Koch 1
Jens Bleiholder 1
Neil Stewart 1
Son Dao 1
Li Zhang 1
Daben Liu 1
Kimberley Walls 1
Craig Wills 1
Jamesze Wang 1
Gerhard Roth 1
Donald Chamberlin 1
Stuart Selber 1
Serge Abiteboul 1
Moshe Vardi 1
Dongqing Yang 1
John Plaice 1
Benoít Garbinato 1
Abdelsalam Helal 1
Jan Bosch 1
Constantinos Constantinides 1
Anna Liu 1
Elaine Faria 1
Michele Loreti 1
Theo Meijler 1
Lyle Smith 1
Adam Lopez 1
Andrew Treloar 1
Lloyd Rutledge 1
Catherine Marshall 1
Rick Kopak 1
Fernando Lyardet 1
Michael Barborak 1
Christian Darken 1
Myron MacDougall 1
Attila Kertész 1
Jiří Matoušek 1
M Murty 1
Anil Jain 1
Patrick Flynn 1
Jiří Wiedermann 1
Roger Chamberlain 1
Arnold Rosenberg 1
Rūsiņš Freivalds 1
Ihab Ilyas 1
Yuhui Deng 1
Gregg Rothermel 1
Roland Ducournau 1
Christopher Scaffidi 1
Henry Lieberman 1
Guy Blelloch 1
Pasquale Cinnella 1
Jaume Abella 1
William Taggart 1
Kate Smith-Miles 1
Virginie Schaal 1
Sarah Ferguson 1
Joseph Shang 1
Michael Jordan 1
Michael Wolfe 1
Marshall McKusick 1
D Allison 1
Derick Wood 1
Besma Abidi 1
Felix Naumann 1
Stephen Barnard 1
Fred Weingarten 1
Martin Fischler 1
Laurent Andrey 1
Arie Kaufman 1
Lee Hollaar 1
Alan Watt 1
M Fitzgerald 1
Vladimir Estivill-Castro 1
Mongi Abidi 1
Ravinder Chandhok 1
Asha Vellaikal 1
Yatin Chawathe 1
Raphael Finkel 1
Harry Mairson 1
Alexander Shvartsman 1
John Worthmann 1
Vincenzo De Florio 1
Jurij Šilc 1
Borut Robič 1
Ann Michaels 1
Dennis Tsichritzis 1
Akihiko Takano 1
Masato Takeichi 1
Torben Mogensen 1
Moreno Falaschi 1
Paola Mello 1
Sandro Etalle 1
T Dinesh 1
Brent Carlson 1
Tullio Vernazza 1
Bernard Moulin 1
C Suresh 1
C Yen 1
George Weinert 1
Riccardo Capobianchi 1
Francisco Rosa 1
Weitek Tsai 1
Guido Gryczan 1
Francesco Marcelloni 1
Bedir Tekinerdoğan 1
Verlyn Johnson 1
Michael Koch 1
Jean Jézéquel 1
James Hu 1
Siqing Zheng 1
Michel Fortier 1
Konstantinos Sagonas 1
María Alpuente 1
Philippe Facon 1
John Hughes 1
Anna Ciampolini 1
Michael Mattsson 1
Alejandra Garrido 1
Richard Igou 1
Teresa Gonçalves 1
Jagdish Bansiya 1
Ezra Ebner 1
Tzilla Elrad 1
Rolf Knoll 1
Dilip Patel 1
Volker Luckas 1
Jørgen Knudsen 1
Jurgen Koch 1
Hussein Abdel-Wahab 1
Alba De Melo 1
Jaideep Vaidya 1
Marco Platania 1
Yair Amir 1
Nadir Shah 1
Peter Soderquist 1
Xin Li 1
Daniel Borrajo 1
Ivan Serina 1
René Mayrhofer 1
Bernhard Rinner 1
Ina Schaefer 1
Alessandra De Paola 1
Richard Wheeler 1
Fred Douglis 1
Robert Soulé 1
Natalia Rodríguez 1
Manuel Cuéllar 1
Xiaowei Li 1
Christian Sommer 1
Gianluigi Zavattaro 1
Stefan Katzenbeisser 1
Edgar Weippl 1
Fanxin Kong 1
Fabrício Silva 1
Yimin Yang 1
Luiz Coletta 1
António Silva 1
Graham King 1
Heinz Züllighoven 1
Mark Foresti 1
Raja Harinath 1
Görel Hedin 1
Ehab Al-Shaer 1
Niklas Palaghias 1
Wei Li 1
Vittorio Murino 1
Vijayalakshmi Atluri 1
Bernd Stahl 1
Thomas Tantillo 1
Bhaskar Krishnamachari 1
Ángel Juan 1
Can Yang 1
Weichuan Yu 1
Partha Pal 1
Andreas Peter 1
Gaël Dias 1
Arosha Bandara 1
João Paulo 1
Buğra Gedik 1
Chennakeshava Krishna 1
Johan Lilius 1
António Ravara 1
Rui Liu 1
Paolo Viotti 1
Mohammad Alshayeb 1
Sebastian Schrittwieser 1
Georg Merzdovnik 1
Ruogu Fang 1
Adriana Iamnitchi 1
Junaid Shuja 1
Marc St-Hilaire 1
Lu Yu 1
Shomir Wilson 1
Pedro Leon 1
Junaid Qadir 1
Zheng Liu 1
Tao Li 1
Wolfgang Mulzer 1
Sreerangapalle Reddi 1
Edward Feustel 1
Sidney Hantler 1
Jean Nicolas 1
Mike Daily 1
Alexander Hauptmann 1
Cynthia Romer 1
Eric Brewer 1
Ketan Mayer-Patel 1
Tim Bell 1
Paul Van Oorschot 1
Iwan Vosloo 1
Robert Taylor 1
Kristin Wright 1
Johndan Johnson-Eilola 1
Gabriel Kuper 1
Chris Blondia 1
Benjamin Mittman 1
C Carlson 1
Rowan Davies 1
Evelina Lamma 1
Tristan Cazenave 1
John Field 1
PerOlof Bengtsson 1
Giancarlo Succi 1
Massimo Fenaroli 1
Zakaria Maamar 1
John Michaloski 1
Lidia Fuentes 1
Ian Court 1
Neelam Soundarajan 1
Roger Brudermann 1
Jaime Lloret 1
Klaus Moessner 1
Jianbo Guan 1
Lisong Shao 1
Luci Pirmez 1
José De Souza 1
Bivas Mitra 1
David Harrison 1
Neeraj Suri 1
Laura Ferrari 1
Miriam Leeser 1
Amir Darehshoorzadeh 1
Tracey Ho 1
Toni Mastelić 1
Ariel Oleksiak 1
Jean Pierson 1
Pujan Ziaie 1
Tanya Vladimirova 1
Seyit Çamtepe 1
Ernest Foo 1
Michał Ren 1
Bianca Baldacci 1
Dong Qiu 1
Hareton Leung 1
Shahbaz Abid 1
Mazliza Othman 1
Hongyi Yao 1
Pierre Akiki 1
Yaoyi Chiang 1
Christian Kästner 1
Gunter Saake 1
Marco Ortolani 1
Yves Paindaveine 1
Berdenia Stanley 1
Laurent Lefèvre 1
Luís Caires 1
Junbin Liang 1
Tao Li 1
Salman Khwaja 1
Jie Wu 1
Muhammad Alam 1
Richard Brooks 1
Stephan Reiff-Marganiec 1
Hossein Shirazi 1
Meehong Ling 1
Donald Adjeroh 1
James Horning 1
Lynn McKell 1
Prasant Mohapatra 1
Vangelis Paschos 1
Thomas Price 1
Danny Sorensen 1
Saul Rosen 1
Peter Schwarz 1
Abdelhamid Mammeri 1
Pablo Barceló 1
Oscar Pulido-Prieto 1
Ulises Juárez-Martínez 1
Miguel Lozano 1
Fernando Fernández 1
Anastasios Skarlatidis 1
Kiko Fernandez-Reyes 1
Desmond Schmidt 1
Yongcai Wang 1
Kaveh Hassani 1
Wonsook Lee 1
Charith Perera 1
Cheolho Hong 1
Peter Komisarczuk 1
Geongsen Poh 1
Jean Briot 1
David Kuck 1
Francisco Molina 1
Victor Basili 1
Kenneth O’brien 1
Peter Thiemann 1
Philip Enslow 1
Paul McJones 1
Frank Allen 1
John Cherniavsky 1
David Gifford 1
Irena Holubová 1
Koushik Sen 1
Aditya Joshi 1
Pallavi Bagga 1
Ignacio García-Fernández 1
Elias Alevizos 1
Ludovic Henrio 1
Sven Kiljan 1
Youngjoo Shin 1
Marco Alves 1
Tanfong Ang 1
Harish Bhaskar 1
Anna Levin 1
Alan Hanjalic 1
Éfren Souza 1
Daphne Koller 1
Vaughan Pratt 1
Charles Kelemen 1
Viera Proulx 1
Scott Baden 1
Ole Madsen 1
David Nagle 1
Ken Mcaloon 1
Roland Yap 1
Sanjiva Prasad 1
Guy Lohman 1
David Luginbuhl 1
Jack Minker 1
N Davis 1
Seymour Goodman 1
Helmut Richter 1
Irving Traiger 1
Alexey Lastovetsky 1
Astrid Rheinländer 1
Ulf Leser 1
Lloyd Fosdick 1
Raymond Lorie 1
Mary Loomis 1
Richard Uhlig 1
Aaron Finerman 1
Abdul Siddiqui 1
Cristian Staicu 1
Pablo González 1
Mark Carman 1
Georgios Paliouras 1
Einar Johnsen 1
Marjan Sirjani 1
Gilles Bailly 1
Mohammad Jhaveri 1
Carlos Gañán 1
Jinhee Cho 1
Satish Srirama 1
Yiannis Aloimonos 1
Byoungyoung Lee 1
Angelo Genovese 1
Emmanouel Varvarigos 1
Mike McRoberts 1
Luís Torgo 1
Rita Ribeiro 1
Richard Pazzi 1
Manuel Urena-Camara 1
Tahir Maqsood 1
Brent Carrara 1
Carlisle Adams 1
Jack Mills 1
Richard Rasala 1
Rich Wolski 1
Robert Grossman 1
Andre Van Tilborg 1
David Kurlander 1
William Scherlis 1
Arnon Rosenthal 1
Jorgen Ilstad 1
Karthik Subbian 1
Stefan Leyk 1
Mingki Chong 1
José Pereira 1
Youchiun Wang 1
Catherine Howard 1
Sajal Das 1
J Gutiérrez 1
Marcus Uneson 1
Miguel Calvo-Flores 1
Michael Henson 1
Indrė Žliobaitė 1
Dimitris Mostrous 1
Yong Cui 1
Jiannong Cao 1
Junbin Liu 1
Guojun Wang 1
Tiberio Uricchio 1
Xue Liu 1
Effirul Ramlan 1
Marco Bertini 1
Thomas Kunz 1
Nádia Silva 1
Buke Ao 1
Suleman Khan 1
Ainuddin Wahab 1
Yang Wang 1
Laura Brandimarte 1
Alessandro Acquisti 1
Lorrie Cranor 1
Florian Schaub 1
Baligh Al-Helali 1
Yanfang Ye 1
Jean Baer 1
Marvin Israel 1
George Broomell 1
John Heath 1
Nathan Relles 1
Franco Putzolu 1
Bruce Lindsay 1
Longbing Cao 1
Stan Zdonik 1
Yelena Yesha 1
David Clark 1
Norman Black 1
Albertmingkun Yang 1
Ehsan Khamespanah 1
Lorenzo Cavallaro 1
Kimberly Tam 1
Ali Feizollah 1
Israel Koren 1
Víctor Martínez 1
Orcun Cetin 1
Taesoo Kim 1
G Pavai 1
Yang Ji 1
Hugues Mercier 1
Panagiotis Kokkinos 1
Yehia Elshater 1
Arturo González-Escribano 1
Amit Kaul 1
Rizwana Irfan 1
Matthew Farrens 1
Lynn Stein 1
Shamim Naqvi 1
Scott Kohn 1
José Blakeley 1
Darren Vengroff 1
G Wise 1
Jean Puget 1
Richard DeMillo 1
Michael Goodrich 1
Thomas Henzinger 1
Shlomo Zilberstein 1
Jack Wileden 1
Miriam Sturdee 1
Pavel Kucherbaev 1
Jeremy Marvel 1
Rodolfo Coutinho 1
Sri Ravana 1
Ejaz Ahmed 1
Harini Suresh 1
Alexander Bergmayr 1
Uwe Breitenbücher 1
Gerti Kappel 1
Michel Dagenais 1
Daniele Riboni 1
Jean Bez 1
Zihao Shan 1
Kévin Phemius 1
Miyuru Dayarathna 1
Nancy Amato 1
Eike Best 1
Karen Bennet 1
Kai Li 1
Jan Bergstra 1
Joe Falco 1
Adriana Draghici 1
Eliahu Khalastchi 1
Meir Kalech 1
Marco Netto 1
Tsongyueh Chen 1
John Sartori 1
Nicolas Ferry 1
Artur Laskowski 1
Zhijun Ding 1
Bruno Lepri 1
Baruch Awerbuch 1
Yunhao Liu 1
Subir Ghosh 1
Pierre Jouvelot 1
Roberto Vezzani 1
Wolfgang De Meuter 1
Shu Shi 1
Beomheyn Kim 1
Sukwon Oh 1
Yuanyuan Zhou 1
Diarmuid Coileain 1
Muhammad Imran 1
Tongwei Chua 1
An Wang 1
Natalia Andrienko 1
Christine Parent 1
Chiara Renso 1
Jens Krinke 1
Anirban Basu 1
Chongwah Ngo 1
Jian Chang 1
Krishna Venkatasubramanian 1
Marcello La Rosa 1
Fredrik Milani 1
Iris Groher 1
Goetz Botterweck 1
Raghavendra Ramachandra 1
Till Mossakowski 1
Zhendong Su 1
Stefano Calzavara 1
Michael Jones 1
Jeffrey Vitter 1
James Coplien 1
Doug Lea 1
Robert Paige 1
Ioannis Tollis 1
Robert Yung 1
Pierre Cointe 1
Michal Gaziel Yablowitz 1
Mohammad Allahbakhsh 1
Paulo Ferreira 1
Filipe Betzel 1
Peter Cheng 1
Szymon Wasik 1
Alexios Mylonas 1
Nicola Zannone 1
Mohamad Gebai 1
Elisa Rojas 1
Arne Schwabe 1
Teckchaw Ling 1
Aung Maw 1
Kalina Bontcheva 1
Shijian Li 1
Qiong Wu 1
Ariane Machado-Lima 1
Gregorio Robles 1
Stefan Marr 1
Chenghsin Hsu 1
Anirban Mukhopadhyay 1
Ujjwal Maulik 1
Donal O'Mahony 1
Mehdi Sookhak 1
Xiaofang Liu 1
Yuejiao Gong 1
Nizar Mabroukeh 1
Christie Ezeife 1
Sarah Diesburg 1
Mario Cannataro 1
Vijay Gurbani 1
Wei Wang 1
Yuting Chen 1
Renatas Kizys 1
J Pickering 1
George Bravos 1
Ahmed Al-Dubai 1
Admela Jukan 1
Per Larsen 1
Teckchaw Ling 1
Fong Pong 1
Sigurd Meldal 1
Anita Jones 1
D Reddy 1
Stanley Dunn 1
Gheorghita Ghinea 1
Jordi Batalla 1
Michal Krátký 1
Esben Andreasen 1
Liang Gong 1
Michael Pradel 1
Juan Del Coz 1
Chinghua Chuan 1
Elaine Chew 1
Harald Vranken 1
Matthias Diener 1
Cheesun Liew 1
Malcolm Atkinson 1
Michelle Galea 1
Tyler Moore 1
Ilche Georgievski 1
Vini Kanvar 1
Youwen Yi 1
Chenxiong Qian 1
Faisalshah Khan 1
Chengyu Song 1
Cong Zheng 1
Emanuel Onica 1
Mashael AlSabah 1
Aparna Bhat 1
Dan Rope 1
Craig Statchuk 1
Anastasia Giachanou 1
Alvaro Estebanez 1
Diego Llanos 1
Efthalia Karydi 1
Osman Khalid 1
Jennifer Widom 1
David McAllester 1
Anna Neches 1
Al Mok 1
Umeshwar Dayal 1
Joxan Jaffar 1
Alok Choudhary 1
José Meseguer 1
Gregor Kiczales 1
Cordell Green 1
Maria Liakata 1
Mahadev Satyanarayanan 1
Rocco De Nicola 1
David Lomet 1
Joel Rodrigues 1
Chao Chen 1
György Wersényi 1
Daniel Rodríguez 1
Rita Cucchiara 1
Sanghamitra Bandyopadhyay 1
Carlos Castillo 1
Sarah Vieweg 1
Chen Wang 1
Alejandro Metke-Jimenez 1
Jun Zhang 1
Lamia Elabed 1
Nikos Pelekis 1
Wolfgang De Meuter 1
David Clark 1
Insup Lee 1
Diedrich Wolter 1
Mauro Tempesta 1
G Pandey 1
Marco Squarcina 1
Shuching Chen 1
Jainendra Navlakha 1
Ahmad Hani 1
Mohd Hassan 1
Eva Gibaja 1
Sebastián Ventura 1
Arpan Roy 1
Suhas Patil 1
Robert Hierons 1
Kirill Bogdanov 1
E Jensen 1
Shankar Mahadevan 1
Hanjiang Luo 1
Choongseon Hong 1
Charles Kamhoua 1
Mohamed Kafi 1
Shijin Zhang 1
Tianshi Chen 1
Heitor Gomes 1
Eyad Elyan 1
Nadjib Badache 1
Payam Barnaghi 1
Milena Tsvetkova 1
Vegard Engen 1
Maria Indrawan 1
Syed Hussain 1
Carmelo Ardito 1
Ferran Roure 1
Irving Paputungan 1
Zheng Yang 1
Xinglin Zhang 1
Bernhard Fechner 1
Mathias Payer 1
Kalpesh Kapoor 1
Xiaoguang Qi 1
Herbert Hecht 1
Tobias Bjerregaard 1
Rukhsana Ruby 1
Lene Favrholdt 1
Radziah Mohamad 1
Chrisina Jayne 1
Jesper Mikkelsen 1
Nguyen Tran 1
Ali Yadollahi 1
Vittorio Illiano 1
Gregory Madey 1
Ahmed Alhammad 1
Chau Yuen 1
Sape Mullender 1
Meng Wang 1
Leandro De Carvalho 1
Cigdem Sengul 1
Aline Viana 1
Xiansheng Hua 1
Johan Garcia 1
Francis Chang 1
Mic Bowman 1
Luca Foschini 1
Lucian Ilie 1
Roger Crouch 1
Sasikanth Avancha 1
Amit Baxi 1
Roman Trobec 1
Byron Wright 1
Rahul Bobhate 1
Miguel Abreu 1
Bruno Andrade 1
Johann Brault-Baron 1
Mateus Ribeiro 1
Paolo Buono 1
Yago Diez 1
Xavier Lladó 1
Johan Fabry 1
Gondy Leroy 1
Martin Woodward 1
Robert Keller 1
Erik Blasch 1
Rafaqut Kazmi 1
Jean Barddal 1
Spiros Nikolopoulos 1
Mohamed Gaber 1
Cuong Do 1
Tarandeep Kaur 1
Renato Mancuso 1
Ingrid Verbauwhede 1
Edjair Mota 1
Floarea Serban 1
Joaquin Vanschoren 1
Ramon Ferrús 1
Huaiyu Liu 1
Carlos Agon 1
YiZhi Zhao 1
Maode Ma 1
Srdjan Čapkun 1
Dorina Petriu 1
Jamshaid Malik 1
Milo Tomašević 1
Olabode Anise 1
Jude Ambrose 1
Rodrigo Steiner 1
Daniel Silva 1
Peipei Wang 1
Jason Gionta 1
Xiaohui Gu 1
Sasu Tarkoma 1
Funmilade Faniyi 1
Andre Dolenc 1
Árpád Beszédes 1
Konsta Karsisto 1
Tibor Gyimóthy 1
Claudio Ardagna 1
Ernesto Damiani 1
Hyejeong Hong 1
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Laurie Mcleod 1
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Errata 1
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Qi Tian 1
Borko Furht 1
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Subject index 1
Chiara Francalanci 1
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James Larson 1
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W Maurer 1
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Shunhui Ji 1
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Michel, Dubois 1
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Ahmad Barforoush 1
Kok Yau 1
Weichuen Yau 1
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W Adrion 1
M Reid 1
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Nitesh Chawla 1
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Crystal Din 1
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Manya Sleeper 1
Durgesh Samant 1
Rebecca Balebako 1
Saranga Komanduri 1
Norman Sadeh 1
Dimitrios Nikolopoulos 1
Liang Tang 1
Jijian Chin 1
Moesfa Mohamad 1
Muhammadmurad Khan 1
Roliana Ibrahim 1
Graem Ringwood 1
Hing Fung 1
Stephen Yau 1
Lester Heitger 1
Heinz Bender 1
Ravi Reddy 1
Robert Glück 1
Michael Blasgen 1
Ahmed Sameh 1
Lee Erman 1
Changtao Zhong 1
Oluwakemi Ademoye 1
Marija Selakovic 1
Frank De Boer 1
Nor Anuar 1
Dongyoung Koo 1
Laurence Nigay 1
Jano Van Hemert 1
Fernando Berzal 1
Alexander Magnano 1
Marcus Pendleton 1
Richard Garcia-Lebron 1
Nour Abura'ed 1
T Geetha 1
Kangjie Lu 1
Yeongjin Jang 1
Maximilian Capraro 1
Dimitrios Kalogeras 1

Affiliation Paper Counts
Centro Universitario de la Defensa, Zaragoza 1
Melbourne Institute of Technology 1
Koya University 1
Telecom & Management SudParis 1
New York University Abu Dhabi 1
University of Nottingham Ningbo China 1
Information Technology University 1
Indraprastha Institute of Information Technology Delhi 1
Laboratoire d'Analyse et Modelisation de Systemes pour l'Aide a la Decision 1
Universite Paris Saclay 1
Laboratoire de Recherche en Informatique 1
University of Coimbra, Centre for Informatics and System 1
Fraunhofer Institute for Communication, Information Processing and Ergonomics 1
IBM, India 1
IBM Canada Ltd. 1
IBM, Japan 1
IBM Ireland Limited 1
IBM Australia Ltd 1
IBM Research, Ireland 1
CSIRO Data61 1
NYU Tandon School of Engineering 1
NHL University of Applied Sciences 1
Intuit Inc, Canada 1
NASA Kennedy Space Center 1
Curtin University of Technology, Perth 1
University of Aizu 1
Tata Institute of Fundamental Research 1
University of Texas System 1
Universite de Caen Basse Normandie 1
University of Cagliari 1
Pohang University of Science and Technology 1
University of Huddersfield 1
Hunan University 1
Pontifical Catholic University of Rio de Janeiro 1
Instituto Tecnologico de Morelia 1
Zuse Institute Berlin 1
Griffith University 1
California State University 1
VTT Technical Research Centre of Finland 1
University of London 1
Institute of Computer Science Crete 1
Laboratorio Nacional de Computacao Cientifica, Petropolis 1
Institute of Computer Science Academy of Sciences of the Czech Republic 1
Gwangju Institute of Science and Technology 1
American University of Beirut 1
Infosys Technologies Limited India 1
Interuniversity Micro-Electronics Center at Leuven 1
Institut Superieur de Gestion de Tunis 1
Institute of Mathmatics and Computer Science University of Latvia 1
University of Peradeniya 1
Reykjavik University 1
Indian Institute of Management Bangalore 1
Sultan Qaboos University 1
ITMO University 1
Bayerische Akademie der Wissenschaften 1
SS Cyril and Methodius University 1
Taiz University 1
SONY Computer Science Laboratory, Paris 1
Schlumberger Limited 1
Mathematical Applications Group, Inc. 1
NEC Corporation of America 1
Kestrel Institute 1
Carnegie Mellon Software Engineering Institute 1
W. W. Gaertner Research, Inc. 1
Defence Research and Development Canada Valcartier 1
Netflix, Inc. 1
Fondazione Bruno Kessler 1
Yahoo Research Barcelona 1
National Institute of Telecommunications, Poland 1
Poznan Supercomputing and Networking Center 1
University of Zabol 1
Universiti Tunku Abdul Rahman 1
Tunis-El Manar University, Faculty of Science 1
Banco de Mexico 1
National Security Research Institute, Korea 1
Lovely Professional University 1
National Laboratory of Advanced Informatics, Xalapa 1
Barcelona Supercomputing Center 1
Princeton Time Sharing Services, Inc. 1
Bloomberg L.P. 1
Nokia Networks 1
Birmingham City University 1
ObjectVideo Inc 1
Universite de Bordeaux 1
Aix Marseille Universite 1
IMDEA Institute 1
University of Wales 1
GE Global Research 1
Texas Tech University at Lubbock 1
University of Michigan-Flint 1
IMAG 1
Stetson University 1
Indian Institute of Technology, Kanpur 1
University of Tehran 1
Trinity University 1
Rutherford Appleton Laboratory 1
Northern Arizona University 1
Universite Claude Bernard Lyon 1 1
Shanghai University 1
Brooklyn College 1
Catholic University of the Sacred Heart 1
University of Calcutta 1
Ecole Centrale Paris 1
University of Iowa 1
University of Salento 1
Motorola 1
Hunan University of Science and Technology 1
University of Ferrara 1
Missouri University of Science and Technology 1
University of Cincinnati 1
Guangzhou University 1
University of Alabama 1
St. Polten University of Applied Sciences 1
University of Portsmouth 1
Al Qassim University 1
University of Freiburg 1
University of Teesside 1
University of Udine 1
Lawrence Livermore National Laboratory 1
Clarkson University 1
School of Higher Technology - University of Quebec 1
IBM Austin Research Laboratory 1
World Health Organization 1
Ben-Gurion University of the Negev 1
Istituto Di Informatica E Telematica, Pisa 1
Federal Technological University of Parana 1
Fraunhofer Institute for Computer Graphics Research 1
Fraunhofer Institute for Industrial Engineering 1
Universidad de Alcala 1
College of Management Academic Studies Israel 1
NXP Semiconductors 1
Naval Sea Systems Command 1
Isfahan University of Technology 1
BP p.l.c. 1
Ludwig Maximilian University of Munich 1
Universite Paris Descartes 1
Monmouth University 1
University of Chicago 1
Wuhan University 1
State University of Maringa 1
University of California, Riverside 1
Institut Universitaire de France 1
Kent State University 1
Shell Global 1
Hosei University 1
Union Carbide Corporation 1
Infineon Technologies AG 1
University Hospital Leuven 1
University of Ljubljana 1
ESTEC - European Space Research and Technology Centre 1
University of California System 1
Sarnoff Corporation 1
Keldysh Institute of Applied Mathematics, Russian Academy of Sciences 1
University of Kalyani 1
Ohio University Athens 1
Eastern Washington University 1
National Sun Yat-Sen University Taiwan 1
University of Bamberg 1
Worcester Polytechnic Institute 1
University of Wollongong 1
SRA International Inc 1
Universite de Marne-La-Vallee 1
BRICS Basic Research in Computer Science 1
University of Oregon 1
Allegheny College 1
ONERA Centre de Toulouse 1
Electronic Data Systems 1
University of Warsaw 1
University of Hawaii at Manoa 1
Federal University of Vicosa 1
Adam Mickiewicz University in Poznan 1
SUNY Oswego 1
Hong Kong Baptist University 1
Aston University 1
Alexandru Ioan Cuza University 1
University of Maryland, Baltimore 1
University of Saskatchewan 1
University of Brescia 1
Hamilton College 1
University of Pittsburgh 1
University of Tulsa 1
University of Aberdeen 1
Central Intelligence Agency 1
Szechenyi Istvan University 1
INSA Lyon 1
University of Talca 1
The University of Tennessee System 1
Michigan Technological University 1
Philips Research 1
Beijing University of Posts and Telecommunications 1
University of New Brunswick 1
Jinan University 1
INRIA Lorraine 1
Defence Research and Development Canada 1
Western Sydney University 1
Universite de Technologie de Compiegne 1
National Tsing Hua University 1
Parametric Technology Corporation 1
Xiamen University 1
The University of North Carolina at Greensboro 1
University of Wisconsin 1
Universite Paris Sorbonne - Paris IV 1
CSIC - Instituto de Investigacion en Inteligencia Artificial 1
Xerox Corporation 1
Computer Sciences Corporation - USA 1
Graz University of Technology 1
Osnabruck University of Applied Sciences 1
US Naval Underwater Systems Center 1
University of Paderborn 1
University of Calabria 1
Binghamton University State University of New York 1
University of Oldenburg 1
Information and Communications University 1
Jadavpur University 1
University of Coimbra 1
University of North Florida 1
Universite Libre de Bruxelles 1
University of Lausanne 1
IEEE 1
University of Munster 1
Assiut University 1
Helsinki Institute for Information Technology 1
CIMAT 1
Chalmers University of Technology 1
University of Michigan 1
The Johns Hopkins School of Medicine 1
Hanscom AFB 1
University of Essex 1
Mississippi State University 1
University of Nevada, Reno 1
Federal University of Para 1
University of Ontario Institute of Technology 1
State University of New York System 1
California State University Fresno 1
Defense Advanced Research Projects Agency 1
Universidad Jaume I 1
Chinese University of Hong Kong 1
Swarthmore College 1
National Technical University of Athens 1
Instituto Portugues de Oncologia de Francisco Gentil Porto 1
University of Victoria 1
University Politehnica of Bucharest 1
Hitachi, Ltd. 1
Mitsubishi Electric Research Laboratories 1
Defence and Science Technology Organisation Australia 1
University of Rostock 1
RAND Corporation 1
Universite de Bretagne-Sud 1
Thailand National Science and Technology Development Agency 1
King Abdulaziz University 1
University of Geneva 1
University of West London 1
Motorola Austin 1
Federal University of Alagoas 1
University of Houston 1
Google Inc. 1
Victoria University Melbourne 1
University of Mannheim 1
University of Western Macedonia 1
Union Bank of Switzerland 1
Brigham Young University 1
University of Salerno 1
University of Vaasa 1
Old Dominion University 1
Goethe University Frankfurt 1
Zwickau University of Applies Sciences 1
Rajiv Gandhi University 1
Australian National University 1
Universite des Sciences et Technologies de Lille 1
Roosevelt University 1
University of Limerick 1
Universite Paris 13 1
Wellesley College 1
Tokai University 1
Free University of Bozen-Bolzano 1
University of Kaiserslautern 1
University of Innsbruck 1
Indian Institute of Technology, Guwahati 1
University of Catania 1
University of Malta 2
Instituto Tecnologico de Orizaba, Mexico 2
Sybase Inc. 2
Intermetrics, Inc. 2
Intel Technology India Pvt Ltd. 2
Institutions Markets Technologies, Lucca 2
Universite de Toulouse 2
Italian Institute of Technology 2
Karlsruhe Institute of Technology 2
Orange Labs 2
Interdisciplinary Institute for Broadband Technology 2
Universite Grenoble Alpes 2
Communaute d'Universites et d'Etablissements Lille Nord de France 2
COMSATS Institute of Information Technology Lahore 2
Sunway University 2
SK Hynix Inc. 2
Monash University Malaysia 2
Universidad Rey Juan Carlos 2
University of Buckingham 2
Polytechnic School of Montreal 2
Loyola Marymount University 2
European Organization for Nuclear Research 2
Federal University of Ceara 2
University of Minho 2
University of Bern 2
Williams College 2
University of Greenwich 2
Istanbul Technical University 2
University of Macau 2
Ocean University of China 2
University of Connecticut 2
Faculdade de Ciencias e Tecnologia, New University of Lisbon 2
Auckland University of Technology 2
Fraunhofer Institute for Intelligent Analysis and Information Systems 2
Portland State University 2
University of Technology Sydney 2
Jozef Stefan Institute 2
University of California, Santa Cruz 2
Indian Statistical Institute, Kolkata 2
University of Brasilia 2
Shanghai Jiaotong University 2
University of Tokyo 2
Wright-Patterson AFB 2
Stanford Linear Accelerator Center 2
Keio University 2
University of East London 2
IBM Haifa Labs 2
Clemson University 2
University of Alabama at Birmingham 2
University of Rochester 2
FX Palo Alto Laboratory 2
Stevens Institute of Technology 2
University of the Basque Country 2
TELECOM ParisTech 2
IBM Zurich Research Laboratory 2
University of Miami 2
State University of Campinas 2
Aerospace Corporation 2
University of Bergen 2
Verimag 2
Free University of Berlin 2
Swedish Institute of Computer Science 2
NEC Corporation 2
Federal University of Pernambuco 2
Utah State University 2
University of South Australia 2
Korea Advanced Institute of Science & Technology 2
Indian Institute of Information Technology, Allahabad 2
Amherst College 2
INRIA Rocquencourt 2
Michoacan University of Saint Nicholas of Hidalgo 2
Universite de Rouen 2
TU Dortmund University 2
Naval Postgraduate School 2
Nanjing University 2
Saarland University 2
Universite Abou Bekr Belkaid Tlemcen 2
University of Belgrade 2
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 2
University of Luxembourg 2
Bowdoin College 2
Birla Institute of Technology and Science Pilani 2
University of Erlangen-Nuremberg 2
Catholic University of Louvain, Louvain-la-Neuve 2
University of Liege 2
University of Macedonia 2
CSIRO Ict Centre 2
Microelectronics Computer Technology Corporation 2
Florida State University 2
Lockheed Martin Corporation 2
Universidad de Cordoba 2
Warsaw University of Technology 2
Claremont Graduate University 2
University of the District of Columbia 2
NASA Ames Research Center 2
University of Nebraska 2
Oberlin College 2
Ecole Normale Superieure de Lyon 2
Malek Ashtar University of Technology 2
Unisys Corporation 2
Koc University 2
Facultes Universitaires Notre-Dame de la Paix 2
Lulea University of Technology 2
Louisiana State University 2
Jilin University 2
University of South Florida Tampa 2
Sandia National Laboratories, New Mexico 2
Technical University in Braunschweig 2
University of Salford 2
Linkoping University 2
Wayne State University 2
National Research Council Canada 2
Harvard University 2
University of Groningen 2
University of Oslo 2
Kyoto University 2
Japan Advanced Institute of Science and Technology 2
BBN Technologies 2
University of Sherbrooke 2
Multimedia University 2
University of Reading 2
University of Milan - Bicocca 2
University of Antwerp 2
King Saud University 2
Czech Technical University in Prague 2
South National University 2
Institut de Recherche et Coordination Acoustique Musique 2
SRM University 2
Renmin University of China 2
University of California, Davis 2
Drexel University 2
Sun Microsystems 2
Bilkent University 2
Federal University of Sao Paulo 2
University of Pavia 2
Abo Akademi University 2
University of Kansas Lawrence 2
University of Augsburg 2
Tilburg University 2
University of Naples Federico II 2
Florida Atlantic University 2
University of South Wales 2
Panjab University 2
VSB - Technical University of Ostrava 2
Guru Nanak Dev University India 3
Ecole Normale Superieure 3
University of Padua 3
Shenzhen University 3
Federal University of Amazonas 3
Universiti Teknologi Petronas 3
Kyung Hee University 3
Instituto de Engenharia de Sistemas e Computadores Investigacao e Desenvolvimento em Lisboa 3
University of Neuchatel 3
University of Calgary 3
Victoria University of Wellington 3
University of Valencia 3
University of Helsinki 3
George Washington University 3
University of Peloponnese 3
Uppsala University 3
Zhejiang University 3
University of Maribor 3
Iowa State University 3
Southeast University China, Nanjing 3
MIT Computer Science and Artificial Intelligence Laboratory 3
The University of Hong Kong 3
Universidad de Oviedo 3
University of Lugano 3
Amirkabir University of Technology 3
Hebrew University of Jerusalem 3
Uludag University 3
University of Vermont 3
University of Montreal 3
GM Research Lab 3
University of Colorado at Colorado Springs 3
University of KwaZulu-Natal 3
University of Piraeus 3
Robert Gordon University 3
University of Leeds 3
University of Windsor 3
University of Zurich 3
Roma Tre University 3
Oldenburger Forschungs- Und Entwicklungsinstitut fur Informatik-Werkzeuge Und -Systeme 3
Verizon Communications 3
City University of Hong Kong 3
Indian Institute of Science, Bangalore 3
Universidad de Jaen 3
University of Cantabria 3
University of Stuttgart 3
University of Kentucky 3
National Institute of Technology Hamirpur 3
Universidad de Zaragoza 3
De Montfort University 3
Weizmann Institute of Science Israel 3
NEC Laboratories America, Inc. 3
Napier University 3
Washington State University Pullman 3
University of Science and Technology of China 3
Harbin Institute of Technology 3
Boston University 3
Research Academic Computer Technology Institute, Patras 3
University of Pretoria 3
University of Virginia 3
Queen Mary, University of London 3
University of Delaware 3
Universidad Autonoma de Barcelona 3
Open University of the Netherlands 3
Universidad de Valladolid 3
University of Maryland, Baltimore County 3
University of Utah 3
DePaul University 3
University of Szeged 3
University of New Hamsphire Durham 3
Lund University 3
Pontificia Universidad Catolica de Chile 3
EURECOM Ecole d'Ingenieurs & Centre de Recherche en Systemes de Communication 3
University of Regina 3
Temple University 3
Umea University 3
Panasonic Technologies, Inc. 3
University of Patras 3
London South Bank University 3
California Institute of Technology 3
McMaster University 3
University of Verona 3
Laval University 3
Indian Institute of Technology, Delhi 3
Oklahoma State University System 3
Concordia University, Montreal 3
Laboratoire Traitement et Communication de l'Information 3
Tongji University 3
German Research Center for Artificial Intelligence (DFKI) 3
Yahoo Research Labs 3
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 3
European Centre for Soft Computing 3
Hasso-Plattner-Institut fur Softwaresystemtechnik GmbH 3
IBM, Brasil 3
University of Leicester 4
U.S. Army Research Laboratory 4
Fondazione Ugo Bordoni 4
University of Tartu 4
Siemens USA 4
Universite de Lyon 4
Singapore University of Technology and Design 4
Qatar Computing Research institute 4
Federal University of Rio de Janeiro 4
Lehigh University 4
Universiti Sains Malaysia 4
Demokritos National Centre for Scientific Research 4
Thapar University 4
Universite Pierre et Marie Curie 4
MIT Media Laboratory 4
Bar-Ilan University 4
University of Texas at Arlington 4
Universidad de Malaga 4
Southampton Solent University 4
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 4
Middle East Technical University 4
Indian Institute of Technology, Kharagpur 4
University College Dublin 4
The University of North Carolina at Charlotte 4
University of Porto 4
Ecole des Mines de Nantes 4
Nanjing University of Post and TeleCommunications 4
University of Adelaide 4
Universitat de Girona 4
University of Kent 4
University of Dublin, Trinity College 4
Polytechnic Institute of Turin 4
Georgia State University 4
Norwegian University of Science and Technology 4
United States National Science Foundation 4
Peking University 4
Federal University of Parana 4
University of Louisiana at Lafayette 4
Aristotle University of Thessaloniki 4
University of Tennessee, Knoxville 4
Southern Methodist University 4
University of Palermo 4
Technical University of Dresden 4
University of Magdeburg 4
University of Southern Denmark 4
Air Force Research Laboratory 4
Athens University of Economics and Business 4
Macquarie University 4
Athlone Institute of Technology 4
University of Bristol 4
West Virginia University 4
Anna University 4
Sun Yat-Sen University 4
The University of Warwick 4
Aalborg University 4
University of Central Florida 4
University of Durham 4
Technion - Israel Institute of Technology 4
New Jersey Institute of Technology 4
Ecoles polytechniques federales 4
University of Plymouth 4
Center For Research And Technology - Hellas 4
Microsoft Corporation 4
Complutense University of Madrid 4
University of Hamburg 4
Bournemouth University 4
Karlsruhe Institute of Technology, Campus South 4
Ecole des Mines de Paris 4
Boeing Corporation 4
University of Copenhagen 4
University of Jyvaskyla 4
University of New Mexico 4
Max Planck Institute for Informatics 5
Rutgers University-Newark Campus 5
General Motors 5
Kansas State University 5
Northwestern Polytechnical University China 5
University of Minnesota System 5
King Fahd University of Petroleum and Minerals 5
Technical University of Denmark 5
Universidad Politecnica de Valencia 5
University of Wurzburg 5
Oregon State University 5
Ca' Foscari University of Venice 5
University of Southern California, Information Sciences Institute 5
AGH University of Science and Technology 5
University of Birmingham 5
Royal Holloway University of London 5
Flinders University of South Australia 5
Universiti Teknologi Malaysia 5
East China Normal University 5
University of Bari 5
Tufts University 5
Dublin City University 5
University of Genoa 5
Stony Brook University 5
Institute for Research in IT and Random Systems 5
Universite Paul Sabatier Toulouse III 5
University of Roma Tor Vergata 5
University of Quebec in Montreal 5
Technical University of Madrid 5
Federal University of Minas Gerais 5
Swinburne University of Technology 5
University of Queensland 5
University of Cambridge 5
Universitat Pompeu Fabra 5
Honeywell International Inc. 5
Microsoft Research Cambridge 5
Khalifa University 5
Humboldt University of Berlin 6
Karlstad University 6
University of Amsterdam 6
McGill University 6
Institute for Infocomm Research, A-Star, Singapore 6
Illinois Institute of Technology 6
University of Texas at San Antonio 6
University of Modena and Reggio Emilia 6
CNRS Centre National de la Recherche Scientifique 6
Bremen University 6
Poznan University of Technology 6
Hong Kong Polytechnic University 6
The University of British Columbia 6
HP Labs 6
The University of Western Ontario 6
IBM Research 6
King's College London 6
University of Turin 6
INRIA Institut National de Rechereche en Informatique et en Automatique 6
General Electric Company 6
Brandeis University 6
Charles University 6
Yonsei University 6
Alpen-Adria-Universität Klagenfurt 6
Technical University of Munich 6
Pontifical Catholic University of Parana 6
Indiana University 6
Telcordia Technologies, Inc. 6
Heinrich Heine University 6
Huazhong University of Science and Technology 6
Naval Research Laboratory 6
University of Edinburgh 6
Commonwealth Scientific and Industrial Research Organization 6
Syracuse University 6
Rutgers, The State University of New Jersey 6
Institute of Computing Technology Chinese Academy of Sciences 6
Michigan State University 6
North Dakota State University 6
COMSATS Institute of Information Technology 6
Aalto University 6
Universidade de Lisboa 6
University of Beira Interior 7
Universidad Carlos III de Madrid 7
Royal Institute of Technology 7
Universitat Oberta de Catalunya 7
Instituto Superior Tecnico 7
Korea University 7
University of Illinois 7
Yale University 7
Washington University in St. Louis 7
RMIT University 7
University of Oulu 7
University of Passau 7
University of Trento 7
University of Sussex 7
Federal University of Santa Catarina 7
Simon Fraser University 7
Hewlett-Packard Inc. 7
Texas A and M University 7
Brunel University London 7
University of Ulster 7
University of Notre Dame 7
HRL Laboratories 7
University of Konstanz 7
City University London 7
Nokia Corporation 7
Northeastern University 7
University of Athens 7
Queen's University Belfast 7
University at Buffalo, State University of New York 7
Intel Corporation 7
Lahore University of Management Sciences 7
University of Colorado at Boulder 8
Johns Hopkins University 8
Rice University 8
Federal University of Rio Grande do Sul 8
Northwestern University 8
University of Texas at Dallas 8
Technical University of Berlin 8
Open University 8
University of Washington, Seattle 8
National University of Singapore 8
Monash University 8
Institute for Systems and Computer Engineering of Porto 8
University of Canterbury 8
New York University 8
The University of North Carolina at Chapel Hill 8
Rensselaer Polytechnic Institute 8
University of Sydney 8
University of California, Santa Barbara 8
University of Southern California 8
Budapest University of Technology and Economics 8
University of Western Australia 8
Eindhoven University of Technology 8
Arizona State University 9
Vanderbilt University 9
Queensland University of Technology 9
Indian Institute of Technology, Bombay 9
AT&T Inc. 9
Carleton University 9
George Mason University 9
University of Florence 9
University College London 9
University of Illinois at Chicago 9
University of Roma La Sapienza 9
University of Sheffield 10
Tel Aviv University 10
Duke University 10
Center for Mathematics and Computer Science - Amsterdam 10
Queen's University, Kingston 10
Oregon Health and Science University 10
Swiss Federal Institute of Technology, Zurich 10
Vrije Universiteit Brussel 10
Virginia Tech 10
University of Pisa 10
Delft University of Technology 11
Universitat Politecnica de Catalunya 11
Dartmouth College 11
Vienna University of Technology 11
University of Twente 11
University of Surrey 11
National University of Defense Technology China 11
Universidad de Granada 11
Palo Alto Research Center Incorporated 11
Pennsylvania State University 12
Princeton University 12
University of Manchester 12
Nanyang Technological University 12
Newcastle University, United Kingdom 12
Hong Kong University of Science and Technology 12
RWTH Aachen University 12
IBM, USA 12
Microsoft Research 12
Johannes Kepler University Linz 12
University of Nebraska - Lincoln 12
University of Oxford 12
Columbia University 12
University of Glasgow 13
University of Arizona 13
University of York 13
Italian National Research Council 13
Oak Ridge National Laboratory 13
University of Vienna 13
University of New South Wales 13
University of Aarhus 13
University of Milan 13
SRI International 14
University of Pennsylvania 14
University of California, Los Angeles 14
University of California, San Diego 14
Cornell University 15
University of Bologna 15
Ohio State University 16
North Carolina State University 16
IBM Almaden Research Center 16
Technical University of Darmstadt 16
IBM Thomas J. Watson Research Center 16
Lancaster University 16
Tsinghua University 16
Swiss Federal Institute of Technology, Lausanne 16
Universidad de Chile 17
University of Nottingham 17
Vrije Universiteit Amsterdam 18
Imperial College London 18
National Institute of Standards and Technology 18
Politecnico di Milano 18
University of Sao Paulo 19
Massachusetts Institute of Technology 19
University of Wisconsin Madison 19
University of Waterloo 20
University of Toronto 20
Catholic University of Leuven, Leuven 20
University of Southampton 20
Georgia Institute of Technology 21
University Michigan Ann Arbor 21
University of Alberta 21
MITRE Corporation 22
University of Ottawa, Canada 22
University of Florida 23
University of Massachusetts Amherst 23
Stanford University 26
University of Minnesota Twin Cities 26
University of Illinois at Urbana-Champaign 27
University of California, Irvine 27
University of Melbourne 28
University of Malaya 28
Nokia Bell Labs 29
University of California, Berkeley 29
University of Texas at Austin 34
Brown University 38
Purdue University 39
Florida International University 39
University of Maryland 41
Carnegie Mellon University 64

ACM Computing Surveys (CSUR)
Archive


2018
Volume 51 Issue 2, April 2018  Issue-in-Progress
Volume 51 Issue 1, April 2018
Volume 50 Issue 6, January 2018

2017
Volume 50 Issue 5, November 2017
Volume 50 Issue 4, November 2017
Volume 50 Issue 3, October 2017
Volume 50 Issue 2, June 2017
Volume 50 Issue 1, April 2017
Volume 49 Issue 4, February 2017

2016
Volume 49 Issue 3, December 2016
Volume 49 Issue 2, November 2016
Volume 49 Issue 1, July 2016
Volume 48 Issue 4, May 2016
Volume 48 Issue 3, February 2016

2015
Volume 48 Issue 2, November 2015
Volume 48 Issue 1, September 2015
Volume 47 Issue 4, July 2015
Volume 47 Issue 3, April 2015
Volume 47 Issue 2, January 2015

2014
Volume 47 Issue 1, July 2014
Volume 46 Issue 4, April 2014
Volume 46 Issue 3, January 2014

2013
Volume 46 Issue 2, November 2013
Volume 46 Issue 1, October 2013
Volume 45 Issue 4, August 2013
Volume 45 Issue 3, June 2013
Volume 45 Issue 2, February 2013

2012
Volume 45 Issue 1, November 2012
Volume 44 Issue 4, August 2012
Volume 44 Issue 3, June 2012
Volume 44 Issue 2, February 2012
Volume 44 Issue 1, January 2012

2011
Volume 43 Issue 4, October 2011
Volume 43 Issue 3, April 2011
Volume 43 Issue 2, January 2011

2010
Volume 43 Issue 1, November 2010
Volume 42 Issue 4, June 2010
Volume 42 Issue 3, March 2010
Volume 42 Issue 2, February 2010

2009
Volume 42 Issue 1, December 2009
Volume 41 Issue 4, October 2009
Volume 41 Issue 3, July 2009
Volume 41 Issue 2, February 2009
Volume 41 Issue 1, January 2009

2008
Volume 40 Issue 4, October 2008
Volume 40 Issue 3, August 2008
Volume 40 Issue 2, April 2008
Volume 40 Issue 1, February 2008

2007
Volume 39 Issue 4, 2007
Volume 39 Issue 3, 2007
Volume 39 Issue 2, 2007
Volume 39 Issue 1, 2007

2006
Volume 38 Issue 4, 2006
Volume 38 Issue 3, 2006
Volume 38 Issue 2, 2006
Volume 38 Issue 1, 2006

2005
Volume 37 Issue 4, December 2005
Volume 37 Issue 3, September 2005
Volume 37 Issue 2, June 2005
Volume 37 Issue 1, March 2005

2004
Volume 36 Issue 4, December 2004
Volume 36 Issue 3, September 2004
Volume 36 Issue 2, June 2004
Volume 36 Issue 1, March 2004

2003
Volume 35 Issue 4, December 2003
Volume 35 Issue 3, September 2003
Volume 35 Issue 2, June 2003
Volume 35 Issue 1, March 2003

2002
Volume 34 Issue 4, December 2002
Volume 34 Issue 3, September 2002
Volume 34 Issue 2, June 2002
Volume 34 Issue 1, March 2002

2001
Volume 33 Issue 4, December 2001
Volume 33 Issue 3, September 2001
Volume 33 Issue 2, June 2001
Volume 33 Issue 1, March 2001

2000
Volume 32 Issue 4, Dec. 2000
Volume 32 Issue 3, Sept. 2000
Volume 32 Issue 2, June 2000
Volume 32 Issue 1, March 2000
Volume 32 Issue 1es, March 2000

1999
Volume 31 Issue 4es, Dec. 1999
Volume 31 Issue 4, Dec. 1999
Volume 31 Issue 3es, Sept. 1999
Volume 31 Issue 3, Sept. 1999
Volume 31 Issue 2, June 1999
Volume 31 Issue 2es, June 1999
Volume 31 Issue 1, March 1999

1998
Volume 30 Issue 4, Dec. 1998
Volume 30 Issue 3es, Sept. 1998 Special issue: electronic supplement to the September 1998 issue
Volume 30 Issue 3, Sept. 1998
Volume 30 Issue 2, June 1998
Volume 30 Issue 1, March 1998

1997
Volume 29 Issue 4, Dec. 1997
Volume 29 Issue 3, Sept. 1997
Volume 29 Issue 2, June 1997
Volume 29 Issue 1, March 1997

1996
Volume 28 Issue 4es, Dec. 1996 Special issue: position statements on strategic directions in computing research
Volume 28 Issue 4, Dec. 1996 Special ACM 50th-anniversary issue: strategic directions in computing research
Volume 28 Issue 3, Sept. 1996
Volume 28 Issue 2, June 1996
Volume 28 Issue 1, March 1996

1995
Volume 27 Issue 4, Dec. 1995
Volume 27 Issue 3, Sept. 1995
Volume 27 Issue 2, June 1995
Volume 27 Issue 1, March 1995

1994
Volume 26 Issue 4, Dec. 1994
Volume 26 Issue 3, Sept. 1994
Volume 26 Issue 2, June 1994
Volume 26 Issue 1, March 1994

1993
Volume 25 Issue 4, Dec. 1993
Volume 25 Issue 3, Sept. 1993
Volume 25 Issue 2, June 1993
Volume 25 Issue 1, March 1993

1992
Volume 24 Issue 4, Dec. 1992
Volume 24 Issue 3, Sept. 1992
Volume 24 Issue 2, June 1992
Volume 24 Issue 1, March 1992

1991
Volume 23 Issue 4, Dec. 1991
Volume 23 Issue 3, Sept. 1991
Volume 23 Issue 2, June 1991
Volume 23 Issue 1, March 1991

1990
Volume 22 Issue 4, Dec. 1990
Volume 22 Issue 3, Sept. 1990 Special issue on heterogeneous databases
Volume 22 Issue 2, June 1990
Volume 22 Issue 1, March 1990

1989
Volume 21 Issue 4, Dec. 1989
Volume 21 Issue 3, Sep. 1989
Volume 21 Issue 2, Jun. 1989
Volume 21 Issue 1, March 1989

1988
Volume 20 Issue 4, Dec. 1988
Volume 20 Issue 3, Sept. 1988
Volume 20 Issue 2, June 1988
Volume 20 Issue 1, March 1988

1987
Volume 19 Issue 4, Dec. 1987
Volume 19 Issue 3, Sept. 1987
Volume 19 Issue 2, June 1987
Volume 19 Issue 1, March 1987

1986
Volume 18 Issue 4, Dec. 1986
Volume 18 Issue 3, Sept. 1986
Volume 18 Issue 2, June 1986
Volume 18 Issue 1, March 1986

1985
Volume 17 Issue 4, Dec. 1985 The MIT Press scientific computation series
Volume 17 Issue 3, Sept. 1985
Volume 17 Issue 2, June 1985
Volume 17 Issue 1, March 1985 Annals of discrete mathematics, 24

1984
Volume 16 Issue 4, Dec. 1984
Volume 16 Issue 3, Sept. 1984
Volume 16 Issue 2, June 1984
Volume 16 Issue 1, March 1984

1983
Volume 15 Issue 4, December 1983
Volume 15 Issue 3, Sept. 1983
Volume 15 Issue 2, June 1983
Volume 15 Issue 1, March 1983

1982
Volume 14 Issue 4, Dec. 1982
Volume 14 Issue 3, Sept. 1982
Volume 14 Issue 2, June 1982
Volume 14 Issue 1, March 1982

1981
Volume 13 Issue 4, Dec. 1981
Volume 13 Issue 3, Sept. 1981
Volume 13 Issue 2, June 1981
Volume 13 Issue 1, March 1981

1980
Volume 12 Issue 4, Dec. 1980
Volume 12 Issue 3, Sept. 1980
Volume 12 Issue 2, June 1980
Volume 12 Issue 1, March 1980

1979
Volume 11 Issue 4, Dec. 1979
Volume 11 Issue 3, Sept. 1979
Volume 11 Issue 2, June 1979
Volume 11 Issue 1, March 1979

1978
Volume 10 Issue 4, Dec. 1978
Volume 10 Issue 3, Sept. 1978
Volume 10 Issue 2, June 1978
Volume 10 Issue 1, March 1978

1977
Volume 9 Issue 4, Dec. 1977
Volume 9 Issue 3, Sept. 1977
Volume 9 Issue 2, June 1977
Volume 9 Issue 1, March 1977

1976
Volume 8 Issue 4, Dec. 1976
Volume 8 Issue 3, Sept. 1976
Volume 8 Issue 2, June 1976
Volume 8 Issue 1, March 1976

1975
Volume 7 Issue 4, Dec. 1975
Volume 7 Issue 3, Sept. 1975
Volume 7 Issue 2, June 1975
Volume 7 Issue 1, March 1975

1974
Volume 6 Issue 4, Dec. 1974
Volume 6 Issue 3, Sept. 1974
Volume 6 Issue 2, June 1974
Volume 6 Issue 1, March 1974

1973
Volume 5 Issue 4, Dec. 1973
Volume 5 Issue 3, Sept. 1973
Volume 5 Issue 2, June 1973
Volume 5 Issue 1, March 1973

1972
Volume 4 Issue 4, Dec. 1972
Volume 4 Issue 3, Sept. 1972
Volume 4 Issue 2, June 1972
Volume 4 Issue 1, March 1972

1971
Volume 3 Issue 4, Dec. 1971
Volume 3 Issue 3, Sept. 1971
Volume 3 Issue 2, June 1971
Volume 3 Issue 1, March 1971

1970
Volume 2 Issue 4, Dec. 1970
Volume 2 Issue 3, Sept. 1970
Volume 2 Issue 2, June 1970
Volume 2 Issue 1, March 1970

1969
Volume 1 Issue 4, Dec. 1969
Volume 1 Issue 3, Sept. 1969
Volume 1 Issue 2, June 1969
Volume 1 Issue 1, March 1969
 
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