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Sequence-Aware Recommender Systems

Recommender systems are one of the most successful applications of data mining and machine-learning technology in practice. Academic research in the field is historically often based on the matrix completion problem formulation, where for each user-item-pair only one interaction (e.g., a rating) is considered. In many application domains, however,... (more)

A Survey on Malicious Domains Detection through DNS Data Analysis

Malicious domains are one of the major resources required for adversaries to run attacks over the Internet. Due to the important role of the Domain... (more)

Voice Disguise in Automatic Speaker Recognition

Humans are able to identify other people’s voices even in voice disguise conditions. However, we are not immune to all voice changes when trying to identify 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... (more)

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, a threat users face on a daily basis, have evolved from simple bankers based on social engineering to advanced persistent threats. Recent research and discoveries reveal that malware developers have been using a wide range of anti-analysis and evasion techniques, in-memory attacks, and system subversion, including BIOS and... (more)

Systematically Understanding the Cyber Attack Business: A Survey

Cyber attacks are increasingly menacing businesses. Based on the literature review and publicly available reports, this article conducts an extensive... (more)

Activity Recognition with Evolving Data Streams: A Review

Activity recognition aims to provide accurate and opportune information on people’s activities by leveraging sensory data available in today’s 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... (more)

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... (more)

Auto-Scaling Web Applications in Clouds: A Taxonomy and Survey

Web application providers have been migrating their applications to cloud data centers, attracted by the emerging cloud computing paradigm. One of the appealing features of the cloud is elasticity. It allows cloud users to acquire or release computing resources on demand, which enables web application providers to automatically scale the resources... (more)

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... (more)

Large-Scale Ontology Matching: State-of-the-Art Analysis

Ontologies have become a popular means of knowledge sharing and reuse. This has motivated the development of large-sized independent ontologies within the same or different domains with some overlapping information among them. To integrate such large ontologies, automatic matchers become an inevitable solution. However, the process of matching... (more)

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

Monitoring the “physics” of cyber-physical systems to detect attacks is a growing... (more)

Group Deviation Detection Methods: 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 health care collusion, group deviation detection techniques result in novel research discoveries, mitigation of... (more)

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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
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.

Host-based Intrusion Detection System with System Calls: Review and Future Trends

The increasing amount of contemporary Linux applications in a data center often generate large quantity of real-time system call traces, which are not well-suited for traditional host-based intrusion detection system deployed on each single host. Training and testing data mining models with system call traces on a single host that has static computing and storage capacity is time-consuming and intermediate datasets are not capable to be handled. It is cumbersome for the maintenance and update of HIDS installed on each physical or virtual host and distributed system call analysis can hardly be performed to detect complicated and distributed attacks among multiple hosts. This paper provides a review of the development of system call based HIDS as well as future research directions. Algorithms and techniques relevant to system call based HIDS are evaluated, including feature extraction methods and various data mining algorithms. Modern application areas for system call based HIDS are summarized and related works are investigated. The HIDS dataset issues including current available datasets with system calls and approaches for researchers to generate their own datasets are listed. Potential HIDS solutions in regard to cloud computing and big data tools are provided in this paper.

Security of Distance-Bounding: A Survey

Distance bounding protocols allow a verifier to both authenticate a prover and evaluate whether the latter is located in his vicinity. These protocols are of particular interest in contactless systems, {\eg} electronic payment or access control systems, which are vulnerable to distance-based frauds. This survey analyzes and compares in a unified manner many existing distance bounding protocols with respect to several key security and complexity features.

A Survey on Brain Biometrics

Brainwaves, which reflect brain electrical activity and have been studied for a long time in the domain of cognitive neuroscience, have recently been proposed as a promising biometric approach due to their unique advantages of confidentiality, resistance to impersonation, sensitivity to emotional and mental state, continuous nature, and cancellability. Recent research efforts have explored many possible ways of using brain biometrics and demonstrated that they are a promising candidate for more robust and secure person identification and authentication. Although existing research on brain biometrics have obtained some intriguing insights, a lot of work is still necessary to achieve a reliable ready-to-deploy brain biometric system. This article aims to provide a detailed survey of the current literature and outline the scientific work conducted on brain biometric systems. It provides an up-to-date review of state-of-the-art acquisition, collection, processing, and analysis of brainwave signals, publicly available databases, feature extraction and selection, and classifiers. Furthermore, it highlights some of the emerging open research problems for brain biometrics, including multimodality, security, permanence, and stability.

Towards the Decentralised Cloud: Survey on Approaches and Challenges for Mobile, Ad-Hoc and Edge Computing

Cloud emerged as a centralised approach that made ``infinite`` computing resources offered on demand. Nevertheless, the ever increasing computing capacities available at smart connected things and devices calls towards the decentralisation of computing in order to avoid unnecessary latencies and fully exploit available computing capacities at the edges of the network. While these decentralised Cloud models are a significant breakthrough from Cloud perspective, they build their roots on existing research areas such as Mobile Cloud Computing, Mobile Ad-hoc Computing and Edge computing. This work analyses these existing works so to assess their role in decentralised cloud and future computing development.

A systematic review for smart city data analytics

Smart cities (SC) are becoming highly sophisticated ecosystems at which innovative solutions and smart services are being deployed. These ecosystems consider SC as data production and sharing engines, setting new challenges for building effective SC architectures and novel services. The aim of this paper is to connect the pieces among Data Science and SC domains, with a systematic literature review which identifies the core topics, services, and methods applied in SC data monitoring. The survey focuses on data harvesting and data mining processes over repeated SC data cycles. A survey protocol is followed to reach both quantitative and semantically important entities. The review results generate useful taxonomies for data scientists in the SC context, which offers clear guidelines for corresponding future works. In specific, a taxonomy is proposed for each of the main SC data entities, namely the D Taxonomy for the data production, the M Taxonomy for data analytics methods, and the S Taxonomy for smart services. Each of these taxonomies clearly places entities in a classification which is beneficial for multiple stakeholders and for multiple domains in urban smartness targeting. Such indicative scenarios are outlined and conclusions are quite promising for systemizing.

Gait-based Person Re-identification: a Survey

The way people walk is a strong correlate of their identity. Several studies have shown that both humans and machines can recognize individuals just by their gait, given that proper measurements of the observed motion patterns are available. For surveillance applications, gait is also attractive because it does not require active collaboration from users and is hard to fake. However, the acquisition of good quality measures of a persons motion patterns in unconstrained environments (e.g., in person re-identification applications) has proved very challenging in practice. Existing technology (video cameras) suffer from changes in viewpoint, daylight, clothing, wear accessories, and other variations in the persons appearance. Novel 3D sensors are bringing new promises to the field, but still many research issues are open. This paper presents a survey of the work done in gait analysis for re-identification in the last decade, looking at the main approaches, datasets and evaluation methodologies. We identify several relevant dimensions of the problem and provide a taxonomic analysis of the current state-of-the-art. Finally, we discuss the levels of performance achievable with the current technology and give a perspective of the most challenging and promising directions of research for the future.

Relation Extraction Using Distant Supervision: a Survey

Relation extraction is a subtask of information extraction where semantic relationships are extracted from natural language text and then classified. In essence, it allows to acquire structured knowledge from unstructured text. In this work, we present a survey of relation extraction methods that leverage pre-existing structured or semi-structured data to guide the extraction process. We introduce a taxonomy of existing methods and describe distant supervision approaches in detail. We describe in addition the evaluation methodologies and the datasets commonly used for quality assessment. Finally, we give a high-level outlook on the field, highlighting open problems as well as the most promising research directions.

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.

Automated Regression Test Case Generation for Web Application: A Survey

Testing is one of the most important phase in the development of any product or software. Various types of software testing exists which has to be done to meet the need of the software. Regression testing is one of the crucial phases of testing where testing of program is done for the original test build along with the modifications. Very few approaches and methodologies have been found which provides the real tool for test case generation. There is a requirement of a tool which can accept requirements, generate test cases for first version and then for versions with the change. Various studies proposed by the authors have been analyzed focusing on test cases generation and their approach towards web application. We have provided the detailed study of Regression Test Case Generation and its approach towards web application. It has been found that there is a need of an Automated Regression tool which can generate Regression test cases based on user requirements directly taken by a tool and the inputs required for testing it. These test cases have to be generated and implemented by the tool so that the reduction in the overall effort and cost can be achieved.

A Survey of Cloudlet-based Mobile Augmentation Approaches for Resource Optimization

Mobile Devices (MD) face resource scarcity challenges due to limited energy and computational resources. Mobile Cloud Computing (MCC) offers resource rich environment to MDs for offloading compute intensive tasks addressing resource scarcity challenges. However, users are unable to exploit its full potential due to challenges of distance, limited bandwidth, and seamless connectivity between Remote Cloud (RC) and mobile devices in the conventional MCC model. The cloudlet1 based solution is widely used to address these challenges. The response of cloudlet based solution is faster than the conventional mobile cloud computing model rendering it suitable for the Internet of Things (IoT) and Smart Cities (SC). However, with the increase in devices and workloads, the cloudlet based solution has to deal with resource scarcity challenges thus forwarding the requests to remote cloud. This study has been carried out to provide an insight into existing cloudlet based Mobile Cloud Augmentation (CtMA) approaches and highlight the underlying limitations. Furthermore, numerous performance parameters have been identified and their detailed comparative analysis has been used to quantify the efficiency of CtMA approaches.

Brownout Approach for Adaptive Management of Resources and Applications in Cloud Computing Systems: A Taxonomy and Future Directions

Cloud computing has been regarded as an emerging approach to provisioning resources and managing applications. It provides attractive features, such as on-demand model, scalability enhancement, and management costs reduction. However, cloud computing systems continue to face problems such as hardware failures, overloads caused by unexpected workloads, or the waste of energy due to inefficient resource utilization, which all result to resource shortages and application issues such as delays or saturated eventually. A paradigm named brownout has been applied to handle these issues by adaptively activating or deactivating optional parts of applications or services to manage resource usage in cloud computing system. Brownout has successfully shown it can avoid overloads due to changes in the workload and achieve better load balancing and energy saving effects. This paper proposes a taxonomy of brownout approach for managing resources and applications adaptively in cloud computing systems and carries out a comprehensive survey. It identifies open challenges and offers future research directions.

Engagement in HCI: Conception, Theory and Measurement

The design of usable and useful products and services is supported by an understanding of users needs and experiences. For designers of products and services of every kind, engaging users is a priority. However, to date, there has been limited analysis of how HCI and computer science research deals with engagement. Questions persist concerning the conception, abstraction, and measurement of this concept. This paper presents a systematic review of engagement, drawing upon a final corpus of 351 papers and 102 unique definitions of engagement. We describe the diversity of interpretation, theory, and measurement of engage- ment, along with strategies for the design of engaging experiences. We map the current state of engagement research, discuss the value of the concept and its relationship to other popular terms, and present a set of guidelines and opportunities for future research.

A Survey and Taxonomy of Core Concepts and Research Challenges in Cross-Platform Mobile Development

Developing applications targeting mobile devices is a complex task involving numerous options, technologies and trade-offs, much so due to the proliferation and fragmentation of devices and platforms. As a result of this, cross-platform app development has enjoyed the attention of practitioners and academia for the previous decade. Throughout this review, we assess the academic body of knowledge and report on the state of research on the field. We do so with a particular emphasis on core concepts, including those of user experience, device features, performance, and security. Our findings illustrate that the state of research demand for empirical verification of an array of unbacked claims, and that a particular focus on qualitative user-oriented research is essential. Through our outlined taxonomy and state of research overview, we identify research gaps and challenges, and provide numerous suggestions for further 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.

A Survey on Self-Adaptive Security for Large Scale Open Environments

Contemporary software systems operate in heterogeneous, dynamic, and distributed environments, where security needs changes at runtime. The security solutions for such systems need to be adaptive for the continuous satisfaction of the security goals of software systems. Whilst existing research on self-adaptive security has made notable advancement towards designing and engineering self-adaptive security solutions, there exists little work on taxonomic analysis and understanding of the reported research on architectural level solutions and research gaps. We propose an architecture-centric taxonomy for mapping and comparing the current research and identifying the future research directions in this field. The proposed taxonomy has been used to review the representative work on the architectural characteristics that self-adaptive security systems must maintain for their effective application in large-scale open environments.We reflect on the findings from the taxonomic analysis and discuss the design principles, research challenges and limitations reported in the-state-of-the-art and practice. We outline the directions for the future research on architectural level support for self-adaptive security systems for large-scale open environments.

Survey on Computational Trust and Reputation models

Over the recent years computational trust and reputation models have become an invaluable method to improve computer-computer and human-computer interaction. As a result a considerable amount of research has been published trying to solve open problems and improving existing models. This survey will bring additional structure into the already conducted research. After introducing the underlying major concepts, a new integrated review and analysis scheme for reputation and trust models is proposed. Using highly recognized review papers in this domain as a basis, this paper will also introduce additional evaluation metrics to account for characteristics so far unstudied. A subsequent application of the new review schema on 22 recent publications in this scientific field revealed interesting insights. While the area of computational trust and reputation models is still a very active research branch, the analysis was able to show that some parts already started to converge, whereas other elements are still subject to vivid discussions.

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.

Machine Learning for Survival Analysis: A Survey

Accurately predicting the occurrence time for the event of interest is a critical problem in longitudinal data analysis. One of the main challenges in this context is the presence of instances whose event outcomes become unobservable after some time point or the instances did not experience any event during the monitoring period. Such a phenomenon is called censoring which is typically handled using survival analysis techniques. Traditionally, statistical approaches have been widely developed in the literature to effectively overcome this censoring issue. In addition, many machine learning algorithms are adapted to effectively handle survival data and tackle other challenging problems that arise from real-world data. In this survey, we provide a comprehensive and structured review of the representative statistical methods along with the machine learning techniques used in survival analysis and give a well-organized comprehensive taxonomy of the existing methods. We also discuss several topics that are closely related to survival analysis and illustrate several successful applications in various real-world application fields. We hope that this paper will provide a better understanding of the recent advances on survival analysis and offer some guidelines on how to apply these approaches for solving new problems that arise in applications with censored data.

A Survey on Gait Recognition

Recognizing people by their gait has become more and more popular nowadays, due to the following reasons. First, gait recognition can work well remotely. Second, gait recognition can be done from low resolution videos and with simple instrumentation. Third, gait recognition can be done without the cooperation of individuals. Fourth, gait recognition can work well while other features such as face and fingerprint are hidden. Finally, gait features are typically difficult to be impersonated. Recent ubiquity of smartphones that capture gait patterns through accelerometers and gyroscope and advances in machine learning has opened new research directions and applications in gait recognition. A timely survey that addresses current advances is missing. In this article, we survey research works in gait recognition. In addition to recognition based on video, we address new modalities, such as recognition based on floor sensor, radar, and accelerometer; new approaches that include machine learning methods; and examine challenges and vulnerabilities in this field. In addition, we propose a set of future research directions. Our review reveals the current state-of-art, and can be helpful to both experts and newcomers of gait recognition. Moreover, it lists future works and publicly available databases in gait recognition for researchers.

A Survey of Petri nets Slicing

Petri nets slicing is a technique that aims to improve the verification of systems modeled in Petri nets. Petri nets slicing was first developed to facilitate debugging but then used for the alleviation of the state space explosion problem for the model checking of Petri nets. In this article, different slicing techniques are studied along with their algorithms introducing: i) a classification of Petri nets slicing algorithms based on their construction methodology and objective (such as improving state space analysis or testing), ii) a qualitative and quantitative discussion and comparison of major differences such as accuracy and efficiency, iii) a syntactic unification of slicing algorithms that improve state space analysis for easy and clear understanding, and iv) applications of slicing for multiple perspectives. Furthermore, some recent improvements to slicing algorithms are presented, which can certainly reduce the slice size even for strongly connected nets. A noteworthy use of this survey is for the selection and improvement of slicing techniques for optimizing the verification of state event models.

A Taxonomy and Future Directions for Sustainable Cloud Computing: 360 Degree View

The cloud computing paradigm offers on-demand services over the Internet and supports a wide variety of applications. With the recent growth of Internet of Things (IoT) based applications the usage of cloud services is increasing exponentially. The next generation of cloud computing must be energy-efficient and sustainable to fulfil the end-user requirements which are changing dynamically. Presently, cloud providers are facing challenges to ensure the energy efficiency and sustainability of their services. The usage of large number of cloud datacenters increases cost as well as carbon footprints, which further effects the sustainability of cloud services. In this paper, we propose a comprehensive taxonomy of sustainable cloud computing. The taxonomy is used to investigate the existing techniques for sustainability that need careful attention and investigation as proposed by several academic and industry groups. Further, the current research on sustainable cloud computing is organized into several categories: application design, energy management, renewable energy, thermal-aware scheduling, virtualization, capacity planning and waste heat utilization. The existing techniques have been compared and categorized based on the common characteristics and properties. A conceptual model for sustainable cloud computing has been proposed along with discussion on future research directions.

A Survey on Deep Learning: Algorithms, Techniques, and Applications

Deep learning is a machine learning technique that uses multiple layers to represent the abstractions of data to build computational models. The field of machine learning is witnessing its golden era as deep learning slowly becomes the leader in this domain. The deep learning algorithms and techniques have already enabled several discoveries in video, image, audio, text, etc. to such an extent that our perception of information processing and communication has completely changed. However, there exists an aperture of understanding behind this tremendously fast paced domain, because it was never quite represented from a multi-scope perspective previously. Thus, this article presents a comprehensive review of historical and recent state-of-the-art approaches in visual, speech, and audio processing, social network analysis, and natural language processing; followed by the in-depth analysis on pivoting and groundbreaking recent advances in deep learning applications. Moreover, deep learning has repeatedly perceived as a silver bullet to all stumbling blocks in machine learning. Therefore, it was undertaken to also review the issues faced in deep learning such as unsupervised learning, black box models, and online learning, and a case was made on how these challenges can be transformed into prolific future research avenues.

A Manifesto for Future Generation Cloud Computing: Research Directions for the Next Decade

The Cloud computing paradigm has revolutionized the computer science horizon during the past decade and has enabled the emergence of computing as the fifth utility. It has captured significant attention of academia, industries and government bodies. Now, it has emerged as the backbone of modern economy by offering subscription-based services anytime, anywhere following a pay-as-you-go model. This has instigated (1) shorter establishment times for start-ups, (2) creation of scalable global enterprise applications, (3) better cost-to-value associativity for scientific and high performance computing applications, and (4) different invocation/execution models for pervasive and ubiquitous applications. The recent technological developments and paradigms such as serverless computing, software-defined networking, Internet of Things, and processing at network edge are creating new opportunities for Cloud computing. However, they are also posing several new challenges and creating the need for new approaches and research strategies, as well as the re-evaluation of the models that were developed to address issues such as scalability, elasticity, reliability, security, sustainability, and application models. The proposed manifesto addresses them by identifying the major open challenges in Cloud computing, emerging trends and impact areas. It then offers research directions for the next decade, thus helping in the realisation of Future Generation Cloud Computing.

A Survey Of Methods For Explaining Black Box Models

In the last years many accurate decision support systems have been constructed as black boxes, that is as systems that hide their internal logic to the user. This lack of explanation constitutes both a practical and an ethical issue. The literature reports many approaches aimed at overcoming this crucial weakness sometimes at the cost of scarifying accuracy for interpretability. The applications in which black box decision systems can be used are various, and each approach is typically developed to provide a solution for a specific problem and, as a consequence, delineating explicitly or implicitly its own definition of interpretability and explanation. The aim of this paper is to provide a classification of the main problems addressed in the literature with respect to the notion of explanation and the type of black box system. Given a problem definition, a black box type, and a desired explanation this survey should help the researcher to find the proposals more useful for his own work. The proposed classification of approaches to open black box models should also be useful for putting the many research open questions in perspective.

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.

Is Multimedia Multisensorial? - A Review of Mulsemedia Systems

Mulsemedia - multiple sensorial media - makes possible the inclusion of layered sensory stimulation and the interaction through multiple sensory channels. e recent upsurge in technology and wearables provides mulsemedia researchers a vehicle for boundless choice. However, in order to build systems that integrate various senses there are still some issues that need to be addressed. This review deals with mulsemedia topics remained insufficiently explored by previous work with a focus on multi-multi (multiple media - multiple senses) perspective, where multiple types of media engage multiple senses. Moreover, it addresses the evolution of previously identified challenges in this area and it formulates new exploration directions.

Machine Learning in Network Centrality Measures: Tutorial and Outlook

Complex networks are ubiquitous to several Computer Science domains. Centrality measures are an important analysis mechanism to uncover vital elements of complex networks. However, these metrics have high computational costs and requirements that hinder their applications in large real-world networks. In this tutorial, we explain how the use of neural network learning algorithms can render the application of the metrics in complex networks of arbitrary size. Moreover, the tutorial describes how to identify the best configuration for neural network training and learning such for tasks, besides presenting an easy way to generate and acquire training data. We do so by means of a general methodology, using complex network models adaptable to any application. We show that a regression model generated by the neural network successfully approximates the metric values and therefore are a robust, effective alternative in real-world applications. The methodology and proposed machine learning model uses only a fraction of time with respect to other approximation algorithms, which is crucial in complex network applications.

A Survey on Game Theoretic Approaches for Intrusion Detection and Response Optimization

Intrusion Detection Systems (IDS) are key components for securing critical infrastructures, capable of detecting malicious activities on networks or hosts. However, the efficiency of an IDS depends primarily on both its configuration and its precision. The large amount of network traffic that needs to be analyzed, in addition to the increase in attacks sophistication, renders the optimization of intrusion detection an important requirement for infrastructure security, and a very active research subject. In the state of the art, a number of approaches have been proposed to improve the efficiency of intrusion detection and response systems. In this paper, we review the works relying on decision-making techniques focused on game theory and Markov Decision Processes to analyze the interactions between the attacker and the defender, and classify them according to the type of the optimization problem they address. While these works provide valuable insights for decision making, we discuss the limitations of these solutions as a whole, in particular regarding the hypotheses in the models and the validation methods. We also propose future research directions to improve the integration of game theoretic approaches into IDS optimization techniques.

Knee articular cartilage segmentation from MR images: A review

Articular cartilage (AC) is flexible, soft yet stiff tissue that can be visualized and interpreted using magnetic resonance imaging (MRI) for the assessment of knee osteoarthritis (OA). Segmentation of AC from MR images is a challenging task that has been investigated widely. The development of computational methods to segment AC is highly dependent on various image parameters, quality, tissue structure and acquisition protocol involved. This review focuses on the challenges faced during AC segmentation from MR images followed by the discussion on computational methods for semi/fully automated approaches whilst performances parameters and their significances have also been explored. Furthermore, hybrid approaches used to segment AC are reviewed. This review indicates that despite the challenges in AC segmentation, semi-automated method utilizing advanced computational methods such as active contour and clustering have shown significant accuracy. Fully automated AC segmentation methods have obtained moderate accuracy and shows suitability for extensive clinical studies whilst advanced methods are being investigated that has led to achieve significantly better sensitivity. In conclusion, this review indicates that research in AC segmentation from MR images is moving towards the development of fully automated methods using advanced multi-level, multi-data and multi-approach techniques to provide assistance in clinical studies.

Bibliometrics

Publication Years 1969-2018
Publication Count 1761
Citation Count 53856
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First Name Last Name Award
Serge Abiteboul ACM Fellows (2011)
Gregory Abowd ACM Eugene L. Lawler Award for Humanitarian Contributions within Computer Science and Informatics (2009)
ACM Fellows (2008)
ACM Senior Member (2008)
Pankaj Agarwal ACM Fellows (2002)
Charu Chandra Aggarwal ACM Fellows (2013)
Gail-Joon Ahn ACM Distinguished Member (2015)
ACM Senior Member (2007)
Alfred V Aho ACM Fellows (1996)
Narendra Ahuja ACM Fellows (1996)
Rajeev Alur ACM Fellows (2007)
Lorenzo Alvisi ACM Fellows (2010)
Nancy M Amato ACM Fellows (2015)
ACM Distinguished Member (2012)
Gregory R Andrews ACM Fellows (1998)
Owen Astrachan ACM Karl V. Karlstrom Outstanding Educator Award (2016)
ACM Distinguished Member (2013)
David F Bacon ACM Fellows (2009)
ACM Distinguished Member (2006)
Ricardo A Baeza-Yates ACM Fellows (2009)
Ruzena R Bajcsy ACM Distinguished Service Award (2003)
ACM AAAI Allen Newell Award (2001)
ACM Fellows (1996)
Victor Basili ACM Fellows (1997)
Benjamin B Bederson ACM Distinguished Member (2011)
Philip A Bernstein ACM Fellows (2001)
Fernando Berzal Galiano ACM Senior Member (2008)
Jose A Blakeley ACM Fellows (2009)
Michael W Blasgen ACM Fellows (1994)
ACM Programming Systems and Languages Paper Award (1982)
Guy Blelloch ACM Fellows (2011)
Daniel Bobrow ACM Fellows (1994)
ACM Software System Award (1992)
ACM Programming Systems and Languages Paper Award (1974)
Gregor V Bochmann ACM Fellows (1996)
Ronald J. Brachman ACM Fellows (1999)
Eric A. Brewer ACM Prize in Computing (2009)
ACM Fellows (2007)
Frederick Brooks ACM-IEEE CS Eckert-Mauchly Award (2004)
ACM A. M. Turing Award (1999)
ACM AAAI Allen Newell Award (1994)
ACM Fellows (1994)
ACM Distinguished Service Award (1987)
Peter Brusilovsky ACM Senior Member (2008)
Randal E Bryant ACM Fellows (2000)
ACM Paris Kanellakis Theory and Practice Award (1998)
Douglas C Burger ACM Fellows (2010)
ACM Distinguished Member (2008)
ACM Senior Member (2006)
Margaret Burnett ACM Fellows (2017)
ACM Distinguished Member (2015)
Rajkumar Buyya ACM Senior Member (2008)
Robert Cailliau ACM Software System Award (1995)
Murray S Campbell ACM Distinguished Member (2008)
Mario Cannataro ACM Senior Member (2009)
Jiannong Cao ACM Distinguished Member (2017)
Luca Cardelli ACM Fellows (2004)
Robert S Cartwright ACM Fellows (1998)
Godwin V Caruana ACM Senior Member (2013)
Carlos A. Castillo ACM Senior Member (2014)
Rick Cattell ACM Fellows (2012)
Stefano Ceri ACM Fellows (2013)
Donald Chamberlin ACM Fellows (1994)
ACM Software System Award (1988)
Ramalingam Chellappa ACM Fellows (2013)
Danny Z Chen ACM Distinguished Member (2014)
ACM Senior Member (2011)
Peter Chen ACM Fellows (2010)
Alok Choudhary ACM Fellows (2009)
Michael G Christel ACM Senior Member (2010)
David D Clark ACM Fellows (2001)
Charles L A Clarke ACM Distinguished Member (2015)
Edmund Clarke ACM A. M. Turing Award (2007)
ACM Fellows (1998)
ACM Paris Kanellakis Theory and Practice Award (1998)
Lori Clarke ACM Fellows (1998)
Ed Coffman ACM Distinguished Service Award (2004)
ACM Fellows (1994)
Outstanding Contribution to ACM Award (1987)
Tom Cormen ACM Distinguished Member (2009)
J D Couger ACM Fellows (1997)
Lorrie Faith Cranor ACM Fellows (2014)
ACM Senior Member (2006)
Fabio Crestani ACM Senior Member (2009)
Ron Cytron ACM Fellows (2010)
Ernesto Damiani ACM Distinguished Member (2008)
Susan B Davidson ACM Fellows (2001)
Umeshwar Dayal ACM Fellows (2008)
David DeWitt ACM Software System Award (2008)
ACM Fellows (1995)
Thomas L Dean ACM Fellows (2009)
Rina Dechter ACM Fellows (2013)
Alberto Del Bimbo ACM Distinguished Member (2016)
Richard Demillo ACM Fellows (2003)
Dorothy E Denning ACM Fellows (1995)
Peter J Denning Outstanding Contribution to ACM Award (1998)
ACM Karl V. Karlstrom Outstanding Educator Award (1996)
ACM Fellows (1994)
ACM Distinguished Service Award (1989)
ACM Programming Systems and Languages Paper Award (1971)
Jack Dennis ACM Fellows (1994)
ACM-IEEE CS Eckert-Mauchly Award (1984)
Narsingh Deo ACM Fellows (1996)
Steven J Derose ACM Senior Member (2007)
Thomas G Dietterich ACM Fellows (2002)
George Dodd ACM Fellows (1996)
Michel Dubois ACM Fellows (2005)
Matthew B Dwyer ACM Distinguished Member (2007)
David S Ebert ACM Senior Member (2009)
Abdulmotaleb El Saddik ACM Distinguished Member (2010)
ACM Senior Member (2008)
Faith Ellen ACM Fellows (2014)
Carla S. Ellis ACM Fellows (2010)
ACM Distinguished Member (2009)
Ahmed Elmagarmid ACM Fellows (2012)
ACM Distinguished Member (2009)
Joel Emer ACM-IEEE CS Eckert-Mauchly Award (2009)
ACM Fellows (2004)
Douglas Engelbart ACM A. M. Turing Award (1997)
ACM Software System Award (1990)
Martin Erwig ACM Senior Member (2008)
Vladimir Estivill-Castro ACM Senior Member (2015)
Suhaib A Fahmy ACM Senior Member (2013)
Christos Faloutsos ACM Fellows (2010)
Matthias Felleisen ACM Karl V. Karlstrom Outstanding Educator Award (2009)
ACM Fellows (2006)
Tse-Yun Feng ACM Fellows (1994)
Paulo Ferreira ACM Senior Member (2013)
Aaron Finerman ACM Fellows (1994)
Stephen Fink ACM Distinguished Member (2011)
ACM Senior Member (2008)
Michael J Flynn ACM Fellows (1994)
ACM-IEEE CS Eckert-Mauchly Award (1992)
Patrick J Flynn ACM Distinguished Member (2011)
ACM Senior Member (2009)
James D Foley ACM Fellows (1999)
Stephanie Forrest ACM AAAI Allen Newell Award (2011)
Edward Fox ACM Fellows (2017)
Michael Franz ACM Fellows (2015)
ACM Distinguished Member (2006)
Herbert Freeman ACM Fellows (1997)
Peter A Freeman ACM Fellows (2000)
Ophir Frieder ACM Fellows (2005)
Benjamin Fung ACM Senior Member (2013)
Zvi Galil ACM Fellows (1995)
Wen Gao ACM Fellows (2013)
Hector Garcia-Molina ACM Fellows (1997)
David Garlan ACM Fellows (2013)
ACM Senior Member (2008)
Minos Garofalakis ACM Distinguished Member (2011)
ACM Senior Member (2009)
Marco Aurelio Gerosa ACM Senior Member (2017)
Garth A Gibson ACM Fellows (2012)
ACM Doctoral Dissertation Award
Series Winner (1991)
David K Gifford ACM Fellows (2011)
Robert L Glass ACM Fellows (1999)
Adele Goldberg ACM Fellows (1994)
ACM Software System Award (1987)
Michael T Goodrich ACM Fellows (2009)
ACM Distinguished Member (2006)
Georg Gottlob ACM Fellows (2007)
Goetz Graefe ACM Software System Award (2008)
Susan L Graham ACM-IEEE CS Ken Kennedy Award (2011)
ACM Distinguished Service Award (2006)
ACM Fellows (1994)
Jim Gray ACM A. M. Turing Award (1998)
ACM Fellows (1994)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
Cordell Green ACM Fellows (1994)
ACM Grace Murray Hopper Award (1985)
Robert L. Grossman ACM Fellows (2016)
Barbara J Grosz ACM AAAI Allen Newell Award (2008)
ACM Fellows (2003)
Jonathan Grudin ACM Fellows (2012)
Rachid Guerraoui ACM Fellows (2012)
Leonidas Guibas ACM AAAI Allen Newell Award (2007)
ACM Fellows (1999)
Gopal Krishna Gupta ACM Fellows (1998)
Rajiv Gupta ACM Fellows (2009)
Carl Gutwin ACM Distinguished Member (2015)
Brent T Hailpern ACM Fellows (2003)
Wendy Hall Outstanding Contribution to ACM Award (2014)
ACM Fellows (2010)
Lynda Hardman ACM Distinguished Member (2014)
ACM Senior Member (2013)
Robert Harper ACM Fellows (2005)
Juris Hartmanis ACM Distinguished Service Award (2013)
ACM Fellows (1994)
ACM A. M. Turing Award (1993)
Marti Hearst ACM Fellows (2013)
John L Hennessy ACM A. M. Turing Award (2017)
ACM-IEEE CS Eckert-Mauchly Award (2001)
ACM Fellows (1997)
Thomas A Henzinger ACM Fellows (2006)
John Hershberger ACM Fellows (2012)
C. Antony R. Hoare ACM A. M. Turing Award (1980)
ACM Programming Systems and Languages Paper Award (1973)
Lance Hoffman ACM Fellows (1995)
Gerard J. Holzmann ACM Fellows (2011)
ACM Paris Kanellakis Theory and Practice Award (2005)
ACM Software System Award (2001)
James Jay Horning ACM Fellows (1998)
Tiejun Huang ACM Senior Member (2013)
Jean-Pierre Hubaux ACM Fellows (2010)
Paul Hudak ACM Fellows (2003)
Richard Hull ACM Fellows (2007)
Ihab F. Ilyas ACM Distinguished Member (2014)
Yannis E Ioannidis ACM Fellows (2004)
Sitharama Iyengar ACM Fellows (2001)
Robert J.K. Jacob ACM Fellows (2016)
Anil K Jain ACM Fellows (2003)
Ramesh C Jain ACM Fellows (2003)
Matthias Jarke ACM Fellows (2013)
Christian S. Jensen ACM Fellows (2011)
Anita K Jones ACM Fellows (1996)
Cliff B Jones ACM Fellows (1995)
Neil Jones ACM Fellows (1998)
Michael I. Jordan ACM Fellows (2010)
ACM AAAI Allen Newell Award (2009)
Joaquim Jorge ACM Distinguished Member (2017)
ACM Senior Member (2007)
Randy H. Katz ACM Karl V. Karlstrom Outstanding Educator Award (1999)
ACM Fellows (1996)
Arie E Kaufman ACM Fellows (2009)
Lydia Kavraki ACM Athena Lecturer Award (2017)
ACM Fellows (2010)
ACM Grace Murray Hopper Award (2000)
Stephen T Kent ACM Fellows (1998)
Anne-Marie Kermarrec ACM Fellows (2016)
Angelos Dennis Keromytis ACM Fellows (2017)
ACM Distinguished Member (2012)
ACM Senior Member (2007)
Gregor Kiczales ACM Fellows (2012)
Won Kim ACM Distinguished Service Award (2001)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM Fellows (2013)
ACM Prize in Computing (2008)
Craig Knoblock ACM Fellows (2017)
ACM Distinguished Member (2008)
Donald E Knuth ACM Fellows (1994)
ACM Software System Award (1986)
ACM A. M. Turing Award (1974)
ACM Grace Murray Hopper Award (1971)
Daphne Koller ACM Prize in Computing (2007)
Fabio Kon ACM Distinguished Member (2016)
ACM Senior Member (2009)
Henry F Korth ACM Fellows (2000)
Donald Kossmann ACM Fellows (2010)
David Kotz ACM Senior Member (2006)
David J Kuck ACM-IEEE CS Ken Kennedy Award (2010)
ACM Fellows (1994)
ACM-IEEE CS Eckert-Mauchly Award (1993)
Vipin Kumar ACM Fellows (2005)
James Kurose ACM Fellows (2001)
Douglas S Lea ACM Fellows (2013)
Der-Tsai Lee ACM Fellows (1997)
Insup Lee ACM Fellows (2017)
Peter Lee ACM Fellows (2004)
K. Rustan M. Leino ACM Fellows (2016)
Abraham Lempel ACM Paris Kanellakis Theory and Practice Award (1997)
Maurizio Lenzerini ACM Fellows (2009)
George Lepouras ACM Senior Member (2008)
Nancy Leveson ACM AAAI Allen Newell Award (1999)
ACM Fellows (1995)
Roy Levin ACM Fellows (2008)
Ming C Lin ACM Fellows (2011)
Bruce Lindsay ACM Fellows (1994)
ACM Programming Systems and Languages Paper Award (1982)
Witold Litwin ACM Fellows (2001)
Yunhao Liu ACM Fellows (2015)
Yunhao Liu ACM Presidential Award (2013)
David B Lomet ACM Fellows (2002)
Stefano Lonardi ACM Distinguished Member (2016)
ACM Senior Member (2014)
Javier Lopez ACM Senior Member (2012)
Raymond A Lorie ACM Fellows (2000)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
David Maier ACM Fellows (1998)
Alessio Malizia ACM Senior Member (2014)
Igor Markov ACM Distinguished Member (2011)
ACM Senior Member (2007)
Steven R. McCanne ACM Doctoral Dissertation Award (1997)
Paul R McJones ACM Fellows (1994)
ACM Programming Systems and Languages Paper Award (1982)
Tao Mei ACM Distinguished Member (2016)
ACM Senior Member (2012)
Panagiotis Metaxas ACM Senior Member (2009)
Barton P Miller ACM Fellows (2001)
Dejan Milojicic ACM Distinguished Member (2008)
Jack Minker ACM AAAI Allen Newell Award (2005)
ACM Fellows (1994)
Outstanding Contribution to ACM Award (1985)
John C. Mitchell ACM Fellows (2008)
Edmundo Monteiro ACM Senior Member (2013)
Thomas Moran ACM Fellows (2003)
James H Morris ACM Fellows (2000)
Rajeev Motwani ACM Fellows (2007)
Trevor Mudge ACM Fellows (2016)
ACM-IEEE CS Eckert-Mauchly Award (2014)
Richard R Muntz ACM Fellows (1996)
S. Muthukrishnan ACM Fellows (2010)
Brad A Myers ACM Fellows (2005)
Klara Nahrstedt ACM Fellows (2012)
Shamkant Navathe ACM Fellows (2014)
J Nievergelt ACM Fellows (1995)
David S Notkin ACM Fellows (1998)
Martin Odersky ACM Fellows (2007)
Beng Chin Ooi ACM Fellows (2011)
Leon J Osterweil ACM Fellows (1998)
M. Tamer Ozsu ACM Fellows (2006)
Yale Patt ACM Fellows (2001)
ACM Karl V. Karlstrom Outstanding Educator Award (2000)
ACM-IEEE CS Eckert-Mauchly Award (1996)
David Patterson ACM A. M. Turing Award (2017)
ACM-IEEE CS Eckert-Mauchly Award (2008)
ACM Distinguished Service Award (2007)
ACM Fellows (1994)
ACM Karl V. Karlstrom Outstanding Educator Award (1991)
Randy Pausch ACM Fellows (2007)
ACM Karl V. Karlstrom Outstanding Educator Award (2007)
Judea Pearl ACM Fellows (2015)
ACM A. M. Turing Award (2011)
ACM AAAI Allen Newell Award (2003)
Fernando Pereira ACM Fellows (2010)
Ron Perrott ACM Distinguished Service Award (2015)
ACM Fellows (1997)
Frank Pfenning ACM Fellows (2015)
ACM Senior Member (2007)
Gian Pietro Picco ACM Senior Member (2014)
John Plaice ACM Senior Member (2018)
Andre Platzer ACM Senior Member (2017)
ACM Doctoral Dissertation Award
Honorable Mention (2009)
Vaughan Ronald Pratt ACM Fellows (1997)
Thomas G Price ACM Programming Systems and Languages Paper Award (1982)
Roy F Rada ACM Fellows (1995)
Prabhakar Raghavan ACM Fellows (2001)
Raghu Ramakrishnan ACM Fellows (2001)
Krithivasan Ramamritham ACM Fellows (2001)
Brian Randell ACM Fellows (2008)
Rajeev Ramnarain Rastogi ACM Fellows (2012)
Raj Reddy ACM Fellows (2012)
ACM A. M. Turing Award (1994)
Daniel A Reed ACM Fellows (2003)
Edward M Reingold ACM Fellows (1996)
Aristides Requicha ACM Fellows (2007)
John C Reynolds ACM Fellows (2001)
ACM Programming Systems and Languages Paper Award (1971)
John Rice ACM Fellows (1996)
Dirk Riehle ACM Senior Member (2008)
Eric S Roberts ACM Karl V. Karlstrom Outstanding Educator Award (2012)
ACM Fellows (2007)
Joel Jose Rodrigues ACM Senior Member (2011)
Saul Rosen ACM Distinguished Service Award (1984)
Arnold Rosenberg ACM Fellows (1996)
David S. Rosenblum ACM Fellows (2010)
Azriel Rosenfeld ACM Fellows (1994)
Nick Roussopoulos ACM Fellows (2001)
Daniela Rus ACM Fellows (2014)
Barbara Gershon Ryder ACM Presidential Award (2008)
ACM Fellows (1998)
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)
ACM Fellows (1996)
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)
Alan C Shaw ACM Fellows (1997)
Mary M Shaw ACM Fellows (1996)
Prashant J Shenoy ACM Distinguished Member (2009)
ACM Senior Member (2006)
Stuart Shieber ACM Fellows (2014)
Kang Shin ACM Fellows (2001)
Frank Shipman ACM Distinguished Member (2009)
Ben Shneiderman ACM Fellows (1997)
Yoav Shoham ACM AAAI Allen Newell Award (2012)
ACM Fellows (2012)
Howard Siegel ACM Fellows (1998)
Joseph Sifakis ACM Fellows (2012)
ACM A. M. Turing Award (2007)
Abraham Silberschatz ACM Karl V. Karlstrom Outstanding Educator Award (1998)
ACM Fellows (1996)
Yogesh Simmhan ACM Senior Member (2013)
Kevin Skadron ACM Fellows (2015)
ACM Distinguished Member (2010)
ACM Senior Member (2007)
Jacob Slonim ACM Doctoral Dissertation Award (1980)
Alan Smith ACM Fellows (2001)
Richard T Snodgrass Outstanding Contribution to ACM Award (2004)
ACM Fellows (1999)
Leonel Sousa ACM Distinguished Member (2015)
ACM Senior Member (2009)
Diomidis Spinellis ACM Senior Member (2006)
Richard Stallman ACM Software System Award (2015)
ACM Grace Murray Hopper Award (1990)
John A Stankovic ACM Fellows (1996)
John Stasko ACM Distinguished Member (2011)
ACM Senior Member (2011)
Giancarlo Succi ACM Senior Member (2008)
S. Sudarshan ACM Fellows (2014)
Subhash Suri ACM Fellows (2010)
ACM Distinguished Member (2007)
Ivan Sutherland ACM Fellows (1994)
ACM Software System Award (1993)
ACM A. M. Turing Award (1988)
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 Policy Award (2017)
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 12
William Dorn 9
Anthony Wasserman 8
Sparsh Mittal 7
Rachid Guerraoui 6
Helen Ashman 6
Andries Van Dam 6
Peter Wegner 6
Jeffrey Vitter 5
Wendy Hall 5
Rance Cleaveland 5
Yannis Ioannidis 5
Azzedine Boukerche 5
Sameeullah Khan 5
Jacques Cohen 5
Sundaraja Iyengar 5
Andrew Tanenbaum 5
Elliott Organick 5
Corrado Priami 4
Gonzalo Navarro 4
Peter Lee 4
James Fry 4
David Lilja 4
James Peterson 4
Pierpaolo Degano 4
Albert Zomaya 4
Jayadev Misra 4
Peter Wegner 4
Rodrigo Calheiros 4
Fred Schneider 4
Jens Palsberg 4
Richard Muntz 4
Hanan Samet 4
Azriel Rosenfeld 4
Luca Cardelli 4
Brad Myers 4
Narendra Ahuja 4
Tamer Özsu 4
Scott Smolka 4
Jeffrey Buzen 4
Gregory Andrews 4
Mohamed Fayad 4
Joseph Pasquale 3
Ben Shneiderman 3
Boualem Benatallah 3
Michael Marcotty 3
David De Roure 3
Jacques Noyé 3
Pankaj Agarwal 3
Charles Consel 3
Nabil Adam 3
David Schmidt 3
Toby Teorey 3
Bruce Weide 3
Johnleslie King 3
Robert Rosin 3
Miroslaw Malek 3
Dick Bulterman 3
Avi Silberschatz 3
Antônio Loureiro 3
Ingrid Carlbom 3
Peter Larsen 3
Leslie Carr 3
Michael Bieber 3
Abdullah Gani 3
Goetz Graefe 3
Robyn Kozierok 3
Jonathan Grudin 3
Thomas Dean 3
Alberto Pettorossi 3
Patrick Cousot 3
Chris Hankin 3
Cristina Nita-Rotaru 3
Mark Harman 3
Werner Retschitzegger 3
Cinzia Cappiello 3
John Rice 3
Maurizio Proietti 3
John Stankovic 3
Fabrício Enembreck 3
Michael, Loui 3
Quan Sheng 3
Emil Lupu 3
Raghu Ramakrishnan 3
Garth Gibson 3
Jon Doyle 3
Mahadevan Ganapathi 3
Dirk Riehle 3
Udo Pooch 3
Marvin Zelkowitz 3
George Nagy 3
Alexander Thomasian 3
Kotagiri Ramamohanarao 3
Laurie Damianos 3
Alan Burns 3
Flemming Nielson 3
Frank Manola 3
Henry Ledgard 3
Roberto Tamassia 3
Hanne Nielson 3
Fátima Nunes 3
Zimu Zhou 3
Gabriel Muntean 3
Carlo Furia 3
Francky Catthoor 3
Randy Katz 3
Maarten Van Steen 3
Roberto Gorrieri 3
Isabel Cruz 3
Christian Jensen 2
Kalaivani Sundararajan 2
Adel Toosi 2
Frederick Lochovsky 2
Hans Gellersen 2
Pascal Felber 2
John Fitzgerald 2
Josep Silva 2
Mireia Farrús 2
Kevin Mills 2
Mathias Fischer 2
Dimitrios Rodopoulos 2
Peter Fontana 2
Renzo Angles 2
Lawrence Dowdy 2
Derrell Foster 2
John Gallagher 2
Subrata Dasgupta 2
Leon Presser 2
Wayne Citrin 2
Thomas Dietterich 2
Faron Moller 2
Pierre Wolper 2
Robert Jacob 2
James Hollan 2
Dana Angluin 2
Malvin Kalos 2
Trevor Mudge 2
Walter Kohler 2
Guillaume Pierre 2
Tiziana Margaria 2
Ephraim Glinert 2
Philippe Codognet 2
Ouri Wolfson 2
Henry Korth 2
David Maier 2
Philip Yu 2
Mary Rosson 2
Carl Gunter 2
Victor Lesser 2
Pieter Hartel 2
Bruce Leverett 2
Matthias Jarke 2
Andy Cockburn 2
Andrew Newell 2
Dietmar Jannach 2
Jason Alexander 2
Shuching Chen 2
Ilia Pietri 2
Jiliang Tang 2
Eduardofreire Nakamura 2
Olivier Danvy 2
Alan Feuer 2
Raymond Yeh 2
Christos Faloutsos 2
Tom Van Cutsem 2
Giovanni Romano 2
Inderveer Chana 2
Sitharama Iyengar 2
Andreas Bulling 2
Alexander Gluhak 2
Justin Zobel 2
Natarajan Shankar 2
Lynda Tamine 2
Sivan Toledo 2
Chunqiu Zeng 2
Andrzej Jajszczyk 2
Michael Franz 2
Julia Lawall 2
Ivona Brandić 2
Giuseppe Italiano 2
Edward Reingold 2
Marjan Mernik 2
Wubai Zhou 2
Yue Huang 2
Lynette Hirschman 2
Robbert Van Renesse 2
John Hatcliff 2
João Gama 2
Charles Hoare 2
Howard Wactlar 2
Bernhard Steffen 2
Douglas Schmidt 2
Francis Sullivan 2
Steve Bryson 2
Robert Harper 2
Paul Hudak 2
Subhash Suri 2
Ugo Montanari 2
Vijay Saraswat 2
Joseph Sifakis 2
Lionel Ni 2
Niki Pissinou 2
Thomas Moran 2
Leon Osterweil 2
Nathan Goodman 2
Martin Monperrus 2
Shishir Nagaraja 2
Wolfgang Klas 2
Lester Lipsky 2
Juris Hartmanis 2
Won Kim 2
James Michener 2
Abdelhamid Bouchachia 2
Robert Davis 2
Karl Lieberherr 2
Catherine McGeoch 2
Mohamed Gaber 2
Fabio Crestani 2
Stephen Taylor 2
Manuel Wimmer 2
James Church 2
Philip Treleaven 2
Brian Randell 2
Anne Kermarrec 2
Mário Dantas 2
James Stanier 2
William Smyth 2
Rosemary Simpson 2
Mikel Luján 2
Davide Brugali 2
George Lueker 2
Edson Scalabrin 2
Niall Murray 2
Asuman Dogac 2
Abraham Silberschatz 2
C Hoare 2
Richard Millar 2
Max Mühlhäuser 2
David Brailsford 2
Kevin Martin 2
Cornelia Fermüller 2
Jonathan Walpole 2
Laura Lafave 2
Rizos Sakellariou 2
H Li 2
William Enck 2
Sungho Kang 2
Klara Nahrstedt 2
James Foley 2
Ricardo Baeza-Yates 2
Rahim Tafazolli 2
Tomáš Skopal 2
Rami Bahsoon 2
Katia Sycara 2
Gustavo Rossi 2
Sajjad Madani 2
Yonathan Bard 2
Kenneth Kraemer 2
Zhiqiang Lin 2
Alistair Moffat 2
Gary Leavens 2
Dipak Ghosal 2
Theodor Nelson 2
Harri Oinas-Kukkonen 2
Brian Davison 2
Norman Meyrowitz 2
Luke Hornof 2
Axel Jantsch 2
George Cybenko 2
Yale Patt 2
Mehmet Akşit 2
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Susan Graham 1
Paul De Bra 1
Bianca Falcidieno 1
Patrizio Frosini 1
Oliver Sharp 1
John Mcdermott 1
Vasco Vasconcelos 1
Kui Ren 1
Jiangchuan Liu 1
Johannes Kinder 1
Clinton Fookes 1
Dada Gbenga 1
Xirong Li 1
Lamberto Ballan 1
Xiang Zuo 1
Yongrui Qin 1
Hooiling Khoo 1
Tao Li 1
Kim Choo 1
Gregor Bochmann 1
James Hansen 1
Joost Verhofstad 1
Mattias De Wael 1
Bruno De Fraine 1
Shankar Karuppayah 1
Tianyin Xu 1
Piotr Chołda 1
Geoffrey Wenger 1
Mudumbai Ranganathan 1
John Makhoul 1
Simon Kaplan 1
Steven McCanne 1
Todd Hodes 1
Tina Wong 1
Benjamin Bederson 1
Craig Tovey 1
Marko Van Eekelen 1
Eduardo Cruz 1
Paul Martin 1
Juan Cubero 1
Peratham Wiriyathammabhum 1
Douglas Summers-Stay 1
Jonathan Bowen 1
Margaret Atkins 1
James Baker 1
Brian Tierney 1
Irene Finocchi 1
Milivoj Simeonovski 1
Abbas Rasoolzadegan 1
Wellington Oliveira 1
Peter Ivie 1
Yangdong Deng 1
Muhammad Babar 1
Muhammad Kamran 1
Padma Jayaraman 1
Manuel Rodriguez 1
Arlind Kopliku 1
Alessio Malizia 1
Violeta Medina 1
Bertrand Meyer 1
Bin Li 1
Ulf Blanke 1
Shipeng Li 1
Jiying Zhao 1
Tobias Riege 1
Tim Meyer 1
Edward Coffman 1
Arie Shoshani 1
Bertram Raphael 1
Yechiam Yemini 1
C Gotlieb 1
William Martin 1
Susan Davidson 1
Margaret Eich 1
Paul Suetens 1
Abraham Waksman 1
Elias Houstis 1
Mike Fraser 1
Venkatraman Balasubramanian 1
Daniela Giorgi 1
Mary Bailey 1
Jacques De Kergommeaux 1
Luís Caires 1
Junbin Liang 1
Tao Li 1
Salman Khwaja 1
Jie Wu 1
Muhammad Alam 1
Richard Brooks 1
Hossein Shirazi 1
Stephan Reiff-Marganiec 1
Meehong Ling 1
David Broman 1
Pedro Inácio 1
Ann Gordon-Ross 1
Tiago Cruz 1
Jeroen Van Der Ham 1
Vishal Ahuja 1
Tara Safavi 1
Ana Paiva 1
Animesh Mukherjee 1
Niloy Ganguly 1
Kwangwon Sun 1
Lina Yao 1
Matthew Gerber 1
Mohand Boughanem 1
Bernt Schiele 1
Simon Puglisi 1
Dagmar Bruß 1
Daniel Bobrow 1
J Farrar 1
Evaggelia Pitoura 1
David Garlan 1
Ron Cytron 1
Jeff Ruilifson 1
Daniel Cunliffe 1
Sougata Mukherjea 1
Wensyan Li 1
Hugh Davis 1
Silvia Biasotti 1
Laura Papaleo 1
Maurice Wilkes 1
Paicheng Chu 1
Hugo Vieira 1
Ivan Lanese 1
Pierre Deniélou 1
Ovidiu Dan 1
Thais Silva 1
Cees Snoek 1
Alberto Del Bimbo 1
Lu Yu 1
Hojjat Emami 1
Ivor Spence 1
Pat Morin 1
Tommy Reddad 1
Sharad Wagle 1
Sanghamitra Bandyopadhyay 1
Carlos Castillo 1
Sarah Vieweg 1
Philip Enslow 1
Peter Popov 1
Bev Littlewood 1
David Kuck 1
Ryan McCune 1
Antônio Fröhlich 1
Jeroen Delvaux 1
Muhammad Pasha 1
Alba De Melo 1
Jaideep Vaidya 1
Marco Platania 1
Yair Amir 1
Colin Ware 1
Sape Mullender 1
Ellen Riloff 1
Ian Holland 1
Jim Melton 1
Steve Chapin 1
Kai Liu 1
Pierangela Samarati 1
Bisan Alsalibi 1
Philippe Wilde 1
Erick Bauman 1
Jinlong Li 1
Olumuyiwa Ibidunmoye 1
Paul Rayson 1
Kevin Skadron 1
Matthew Parkinson 1
Eliezer Levy 1
Kang Shin 1
Mitchell Harris 1
Yongkoo Hwang 1
Sven Krumke 1
Hartmut Noltemeier 1
Dora Giammarresi 1
N Santoso 1
Issa Khalil 1
Kizheppatt Vipin 1
Junia Valente 1
Xiao Han 1
Jason Dedrick 1
Seyed Hoseini-Tabatabaei 1
Manuela Pereira 1
Yolande Berbers 1
Konstantia Barmpatsalou 1
Shashidhar Koolagudi 1
Mehdi Saeedi 1
Simone Faro 1
Timo Koskela 1
Otso Kassinen 1
Mark Nixon 1
Clifford Rose 1
Tim Harris 1
Suzanne Pawlowski 1
John Aycock 1
H Du 1
Maureen Harris Cheheyl 1
Allen Johnson 1
Tseyun Feng 1
Vittorio Illiano 1
Gregory Madey 1
Ahmed Alhammad 1
Chau Yuen 1
Kayhan Ghafoor 1
Seyed Hoseinitabatabaei 1
Michele Nati 1
Azzedine Boukerche 1
Jinzhu Kong 1
Flávia Delicato 1
Paulo Pires 1
Marco Crocco 1
Juan Caballero 1
Yuansong Qiao 1
Ramesh Rayudu 1
Albert Christoph 1
David Kingsbury 1
Nadia Magnenat-Thalmann 1
Dertsai Lee 1
Jürgen Ziegler 1
Howard Siegel 1
Stephen Schach 1
Balaji Raghavachari 1
Raimund Ege 1
Doug Burger 1
Rasool Asal 1
Hyunyul Lim 1
Aleksandar Milenkoski 1
Alberto Avritzer 1
Alexander Pokluda 1
André Platzer 1
Robin Williams 1
John Hatcliff 1
Matthew Edwards 1
Marco Hudelist 1
Erik Elmroth 1
Bin Guo 1
Abraham Lempel 1
Jon Bentley 1
Herbert Bright 1
Gustavus Simmons 1
Gerald Popek 1
Alessandro Margara 1
Al Nieder 1
David Goldberg 1
Andrea Wiggins 1
Pedro Antunes 1
Manuel Egele 1
Engin Kirda 1
Godwin Caruana 1
Kalle Lyytinen 1
Marco Bernardo 1
Donald Sannella 1
Hans Wirth 1
Bala Srinivasan 1
Michael Siegel 1
Stuart Madnick 1
Nils Tippenhauer 1
Gerhard Roth 1
Abdelsalam Helal 1
Tamer Bacsar 1
Xavier Gréhant 1
Sverre Jarp 1
Omer Zilberberg 1
Gábor Pék 1
João Gomes 1
Wei Zang 1
Dongqing Yang 1
Isabel Wagner 1
Tobias Brandt 1
Marco Grawunder 1
Y Murthy 1
Fatemeh Shirazi 1
Muhammad Asghar 1
Ali Ramaki 1
Nathan Hanford 1
Daniel De Oliveira 1
Ayman Meidan 1
Maximilian Capraro 1
Marcus Pendleton 1
Richard Garcia-Lebron 1
Nour Abura'ed 1
T Geetha 1
Nizar Mabroukeh 1
Christie Ezeife 1
Mario Cannataro 1
Sarah Diesburg 1
Martin Woodward 1
Gondy Leroy 1
Liba Svobodová 1
Geoff Dowling 1
Rajeev Rastogi 1
Rossella Petreschi 1
Dilip Sarkar 1
Michael Korcuska 1
Pawan Goyal 1
Harrick Vin 1
Jenny Preece 1
Peter Tescher 1
Ramesh Jain 1
David Taylor 1
Maren Lenk 1
Ricardo Fabbri 1
João Cardoso 1
Ralf Steinbruggen 1
J and 1
Alastair Donaldson 1
Jake Aggarwal 1
Heinz Bender 1
Changtao Zhong 1
Oluwakemi Ademoye 1
Marija Selakovic 1
Frank De Boer 1
Maurizio Gabbrieli 1
Germán Vidal 1
Zhenjiang Hu 1
Sandrine Blazy 1
Teckchaw Ling 1
Paolo Buono 1
Yago Diez 1
Xavier Lladó 1
Johan Fabry 1
David Helmbold 1
Ian Witten 1
Elisabeth André 1
Qing Li 1
Prashant Shenoy 1
Linda Kieffer 1
Arantza Illarramendi 1
John Quarterman 1
Weiyi Meng 1
Tanusree Pai 1
William Tolone 1
Gailjoon Ahn 1
Yasushi Saito 1
Marc Shapiro 1
Niklaus Wirth 1
J Yohe 1
Bruce Pennycook 1
Helmuth Partsch 1
Ronald Srodawa 1
Anton Dahbura 1
Martha Branstad 1
Michał Walicki 1
Stefan Laube 1
Rainer Böhme 1
Martin Nečaský 1
Alberto Castaño 1
Rahul Hans 1
Francisco Martinez-Gil 1
Reiner Hähnle 1
Peter Thanisch 1
Matthew Dwyer 1
Bern Martens 1
Danny De Schreye 1
Eftychia Fotiadou 1
Nikos Nikolaidis 1
Deniz Altinbüken 1
Christian Herdin 1
Adrien Maglo 1
Guillaume Lavoué 1
Florent Dupont 1
Céline Hudelot 1
Santonu Sarkar 1
Johann Van Der Merwe 1
Stephen McDonald 1
David Hsaio 1
Henrik Pilegaard 1
David Lie 1
Donald Adjeroh 1
Lynn McKell 1
Bruno De AraúJo 1
Adnan Akhunzada 1
Sufatrio 1
Henry Chung 1
Yun Li 1
Ravinder Chandhok 1
Laurent Andrey 1
Asha Vellaikal 1
Yatin Chawathe 1
Mongi Abidi 1
Jose Onieva 1
Javier López 1
Kimberly Tam 1
Ali Feizollah 1
Lorenzo Cavallaro 1
Israel Koren 1
Víctor Martínez 1
Orcun Cetin 1
G Pavai 1
Éric Lefebvre 1
Sergiy Vilkomir 1
Alicia Iriberri 1
Matteo Pradella 1
Nathan Brown 1
Daniel Lopresti 1
Giuseppe Liotta 1
Minos Garofalakis 1
Hongjiang ZHANG 1
Nevenka Dimitrova 1
Stavros Christodoulakis 1
Michael McTear 1
Odemir Bruno 1
Rui Chen 1
Wen Gao 1
Jing Ma 1
Muffy Calder 1
Abdelhamid Mammeri 1
Pablo Barceló 1
Oscar Pulido-Prieto 1
Ulises Juárez-Martínez 1
Miguel Lozano 1
Fernando Fernández 1
Anastasios Skarlatidis 1
Susan Regli 1
Chen Wang 1
Alejandro Metke-Jimenez 1
Jun Zhang 1
Sean Colbath 1
Thomas Bannon 1
Jean Scholtz 1
Samuel Bayer 1
Ivan Marsic 1
Sankar Virdhagriswaran 1
Jonathan Rees 1
Thomas Ellman 1
Scott Lewandowski 1
Amy Karlson 1
R Parker 1
Yi Yao 1
Jianying Zhou 1
Danny De Cock 1
Rosli Salleh 1
Junbeom Hur 1
Sylvia Osborn 1
Noura Aljeri 1
Shouhuai Xu 1
Lamia Elabed 1
Robert Hierons 1
Kirill Bogdanov 1
Qi Tian 1
Borko Furht 1
Daniel Mossé 1
Venkat Gudivada 1
Fabrizio Sebastiani 1
Rajendra Bose 1
Luciano Costa 1
Raman Ramsin 1
Claudio Gutiérrez 1
Brian Kernighan 1
Peter Brown 1
Carl Smith 1
Christopher Fraser 1
Edward Schrems 1
Alice Miller 1
Howard Hamilton 1
Douglas Dunlop 1
William Howden 1
Michel, Dubois 1
Nishanth Sastry 1
Stylianos Venieris 1
Nasir Saeed 1
Haewoon Nam 1
Hans Vangheluwe 1
Abhilash Dighe 1
Danai Koutra 1
Jungmin Son 1
Yogesh Simmhan 1
Zain Tariq 1
Adrián Riesco 1
Andries Engelbrecht 1
Rance Cleaveland 1
Tao Mei 1
Yan Liu 1
Doron Cohen 1
Steven Vanderwiel 1
Karl Levitt 1
Oscar Nierstrasz 1
Sandra Heiler 1
Lynda Hardman 1
Paul Lewis 1
Jonathan Furner 1
David Ellis 1
Joonhee Yoo 1
Mark Chignell 1
Geert Houben 1
Kasim Candan 1
Steve Green 1
Mike Craven 1
Chris Greenhalgh 1
George Beskales 1
Mohamed Soliman 1
Michela Spagnuolo 1
Jack Briner 1
Joan Peckham 1
Gianluigi Zavattaro 1
Luiz Coletta 1
Stefan Katzenbeisser 1
Edgar Weippl 1
Fabrício Silva 1
Yimin Yang 1
Yongcai Wang 1
Kaveh Hassani 1
Wonsook Lee 1
Cheolho Hong 1
Charith Perera 1
Peter Komisarczuk 1
Edgar Chávez 1
Thomas Aden 1
Tobias Schreck 1
Georg Gottlob 1
Stefan Berchtold 1
Djemel Ziou 1
Kangning Wei 1
Valeria Herskovic 1
Sergio Ochoa 1
Alfons Kemper 1
Gabriele Taentzer 1
Andrzej Tarlecki 1
Juraj Hromkovič 1
Karsten Weihe 1
Shonali Krishnaswamy 1
Álvaro Cárdenas 1
Vijay Gurbaxani 1
Vassilis Tsotras 1
Leandro De Carvalho 1
Sape Mullender 1
Nancy Leveson 1
Daniele D’elia 1
Douglas Thain 1
Alexandros Kouris 1
Yike Liu 1
María Escalona 1
João Dias 1
Ayushi Dalmia 1
Andreas Schoknecht 1
Peter Fettke 1
Laure Soulier 1
Sandeep Sharma 1
Ijaz Naqvi 1
Sai Wu 1
Andrea Bellucci 1
Dongzhe Ma 1
Dong Zheng 1
Abdulmotaleb El Saddik 1
M Elphick 1
Won Kim 1
James Hester 1
Hector Garcia-Molina 1
B Shannon 1
Jeff Sutherland 1
Jukka Paakki 1
Nardine Osman 1
Julián García-García 1
Jianzhong Qi 1
Safiollah Heidari 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
Bengchin Ooi 1
Marta Costa-Jussà 1
Juan García 1
Sergey Velder 1
Dale Skeen 1
Andrew Hanson 1
Paul Minton 1
Richard Waldinger 1
Panagiotis Metaxas 1
Jon Kleinberg 1
Frank Shipman 1
Richard Bodner 1
Boriana Koleva 1
Ian Taylor 1
Leila De Floriani 1
William Choi 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
Alessandro Acquisti 1
Shomir Wilson 1
Pedro Leon 1
Junaid Qadir 1
Zheng Liu 1
Alexey Lastovetsky 1
Tao Li 1
Norman Badler 1
Riccardo Mattolini 1
Frederick Weinhaus 1
Irving Wendel 1
Mengchi Liu 1
Ali Mili 1
Stanley Habib 1
Wesley Clark 1
Richard Hull 1
Dejan Milo&jacute;icic 1
Matthew, Ginsberg 1
Pietro Torasso 1
Stephen Allan 1
Vicki Allan 1
Renatas Kizys 1
Yuting Chen 1
J Pickering 1
George Bravos 1
Ahmed Al-Dubai 1
Admela Jukan 1
Per Larsen 1
Anna Liu 1
Elaine Faria 1
Michele Loreti 1
Attila Kertész 1
D Allison 1
Joxan Jaffar 1
Umeshwar Dayal 1
José Meseguer 1
Martin Odersky 1
John Reynolds 1
Gregor Kiczales 1
Cordell Green 1
Francesca Rossi 1
Gary Koob 1
Insup Lee 1
Melody Moore 1
David McAllester 1
Jennifer Widom 1
Anna Neches 1
Al Mok 1
Alok Choudhary 1
Denis Weerasiri 1
Elisavet Chatzilari 1
Henry Lucas, 1
Akrivi Katifori 1
Yuhui Deng 1
Hong Zhu 1
Paolo Santi 1
Errata 1
John May 1
John Kollias 1
Jules Desharnais 1
Eleanor Rieffel 1
Iffat Kazi 1
Howard Chen 1
Robert Glass 1
Luca Console 1
Britta Meixner 1
Wil Van Der Aalst 1
Angel Juan 1
Thomas Schneider 1
Jasper Van De Ven 1
Riccardo Focardi 1
Eric Meyer 1
Marika Lüders 1
Imed Romdhani 1
Nina Amla 1
Wei Xue 1
Amir Yahyavi 1
Mieke Massink 1
Pierluigi Plebani 1
Salima Benrernou 1
Flavio Esposito 1
Ibrahim Matta 1
Anna Formica 1
José Blakeley 1
G Wise 1
Michael Goodrich 1
Jean Puget 1
Thomas Henzinger 1
Richard DeMillo 1
Shlomo Zilberstein 1
Rocco De Nicola 1
David Lomet 1
Jack Wileden 1
Mahadev Satyanarayanan 1
Lynn Stein 1
Shamim Naqvi 1
Scott Kohn 1
Darren Vengroff 1
Zhongwen Guo 1
Sandro Etalle 1
Kiko Fernandez-Reyes 1
Albertmingkun Yang 1
Ehsan Khamespanah 1
Moreno Falaschi 1
T Dinesh 1
Akihiko Takano 1
Masato Takeichi 1
Torben Mogensen 1
Paola Mello 1
Jacqueline Kory 1
Nidhi Tiwari 1
JongWon Kim 1
Maria Costabile 1
Joaquím Salví 1
Veljko Pejovic 1
Tom Dinkelaker 1
Yunhao Liu 1
Steffen Wendzel 1
Antonis Papanikolaou 1
Dimitrios Soudris 1
John Worthmann 1
Narsingh Deo 1
Songbo Song 1
Krzysztof Pawlikowski 1
Sally Sedelow 1
Author index 1
Govind Sharma 1
Marvin Paull 1
Scott Davidson 1
Yves Paindaveine 1
Berdenia Stanley 1
Saul Rosen 1
Luigi Portinale 1
Kenneth Yip 1
John Barron 1
Rabih Bashroush 1
Rick Rabiser 1
Frank Dylla 1
André Van Delden 1
Ke Wu 1
Jifeng He 1
Stefan Brunthaler 1
Tao Li 1
Ning Xie 1
Damian Tamburri 1
Marcelo Arenas 1
Mariusz Gajewski 1
Radim Bača 1
Martin Svoboda 1
Aidan Hogan 1
Juan Reutter 1
Domagoj Vrgoč 1
Pushpak Bhattacharyya 1
Alexander Artikis 1
Vlad Serbanescu 1
Randolph Nelson 1
Frank Pfenning 1
Muhammad Nanda 1
R Dybvig 1
David Basin 1
Andrei Klimov 1
Ahmad Hani 1
Mohd Hassan 1
Eva Gibaja 1
Sebastián Ventura 1
Arpan Roy 1
Veli Mäkinen 1
John Cleary 1
Jaishankar Menon 1
David Dewitt 1
Hassnaa Moustafa 1
Hossam Afifi 1
Robert Wójcik 1
David Zhang 1
H Hellerman 1
Subject index 1
Venkat Devarajan 1
Edward Bender 1
Felix Gärtner 1
Óscar Díaz 1
W Maurer 1
David Landskov 1
Bruce Shriver 1
Debra Lelewer 1
Wolfgang Polak 1
Jacques Pitrat 1
Steven Beauchemin 1
Austin Tate 1
Diedrich Wolter 1
G Pandey 1
Marco Squarcina 1
Afshar Ganjali 1
Geongsen Poh 1
Kenneth O’brien 1
Francisco Molina 1
Andrzej Kamisiński 1
Raj Gaire 1
Zhihui Zhan 1
Eddie Shek 1
Larry Jackson 1
Venu Vasudevan 1
Paul Pazandak 1
Andrew Greenberg 1
Sharon Laskowski 1
Daniel Reed 1
James Mokwa 1
Michael Wolverton 1
Michael Benedikt 1
Sven Kiljan 1
Youngjoo Shin 1
Marco Alves 1
Tanfong Ang 1
Harish Bhaskar 1
Guitta Jaoude 1
Pietro Guzzi 1
Pierangelo Veltri 1
Gerald Lüttgen 1
Anthony Waserman 1
Theo Härder 1
Andreas Reuter 1
Daniela Rus 1
Sharon Flank 1
Gopal Gupta 1
Eduardo Mena 1
Yildiray Kabak 1
Kinglup Liu 1
James Frew 1
Markus Weinhardt 1
P Plauger 1
Rick Cattell 1
Jeffrey Scofield 1
Alan Shaw 1
Farshid Arman 1
Victor Basili 1
Frank Allen 1
John Cherniavsky 1
David Gifford 1
Jacco Van Ossenbruggen 1
Efstratios Gallopoulos 1
Brent Hailpern 1
Kenneth Anderson 1
Peter Brusilovsky 1
Megan Quentin-Baxter 1
Claudia Landi 1
David Bacon 1
Alan Bull 1
Jun Tang 1
Qi Li 1
Sridha Sridharan 1
Md Bhuiyan 1
Mustapha Bagiwa 1
Idris Adjerid 1
Ahmad Barforoush 1
Jeroen Keiren 1
Júlio Estrella 1
Kok Yau 1
Weichuen Yau 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
Jean Favreau 1
Miodrag Potkonjak 1
David Payton 1
Craig Thompson 1
Yihong Gong 1
Michael Christel 1
Elan Amir 1
Bruce Abramson 1
Richard Borie 1
Koen Simoens 1
Éric Lecolinet 1
Daniel Servos 1
Michel Van Eeten 1
Marco Aiello 1
Chii Chang 1
An Wang 1
Kalpesh Kapoor 1
Xiaoguang Qi 1
Sreerangapalle Reddi 1
Astrid Rheinländer 1
Ulf Leser 1
Wolfgang Mulzer 1
Edward Feustel 1
N Davis 1
Seymour Goodman 1
Daniel Lopes 1
Pauline Jepp 1
Hamid Talebian 1
Fernando Diaz 1
Darell Tan 1
Son Dao 1
Li Zhang 1
Daben Liu 1
Mark Palmer 1
Kimberley Walls 1
Christoph Koch 1
Jens Bleiholder 1
Gilles Bailly 1
Mohammad Jhaveri 1
Carlos Gañán 1
Jinhee Cho 1
Satish Srirama 1
Yiannis Aloimonos 1
Guy Tremblay 1
Ghizlane El Boussaidi 1
Hussein Zedan 1
Roberto Navigli 1
Diklun Lee 1
Walid Aref 1
Ibrahim Kamel 1
Devika Subramanian 1
Raymond Greenlaw 1
Menachem Jona 1
Roger Schank 1
Liusheng Huang 1
Calton Pu 1
Rosalind Picard 1
Paul Besl 1
Vasanth Venkatachalam 1
Felix Salfner 1
Julio Torelli 1
Benjamin Fung 1
Tiejun Huang 1
John Gordon 1
Henry Lieberman 1
Roland Ducournau 1
Gregg Rothermel 1
Christopher Scaffidi 1
Yelena Yesha 1
Stan Zdonik 1
David Clark 1
Bruce Lindsay 1
Franco Putzolu 1
Anita Jones 1
D Reddy 1
Stanley Dunn 1
Laura Ferrari 1
Amir Darehshoorzadeh 1
Tracey Ho 1
Xue Liu 1
Toni Mastelić 1
Ariel Oleksiak 1
Jean Pierson 1
Pujan Ziaie 1
Tanya Vladimirova 1
Jorgen Ilstad 1
William Taggart 1
Eduardo Rodrigues 1
Feiching Kuo 1
Paklok Poon 1
Karen Khatamifard 1
Anna Squicciarini 1
Changjun Jiang 1
Mengchu Zhou 1
Pedro Peris-López 1
Vishal Gupta 1
Simone Elias 1
Keewon Cho 1
Wooheon Kang 1
Simon Oechsner 1
Stéphane Maag 1
Petr Kuznetsov 1
Marti Hearst 1
Luc Moreau 1
Mads Dam 1
Robert Cartwright 1
Clarence, Ellis 1
Oris Friesen 1
Paul Moranda 1
Peter Bono 1
Ameneh Shahraki 1
Joachim Gudmundsson 1
Quinten Soetens 1
Joan Boyar 1
Constantin Halatsis 1
John Villasenor 1
Philip Leong 1
Danny Sorensen 1
Vangelis Paschos 1
Thomas Price 1
Peter Schwarz 1
Bianca Baldacci 1
Dong Qiu 1
Hareton Leung 1
Shahbaz Abid 1
Mazliza Othman 1
Hongyi Yao 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
Riccardo Coppola 1
Maurizio Morisio 1
Hiranava Das 1
László Böszörményi 1
Simon Parsons 1
Juan Rodríguez-Aguilar 1
Hareton Leung 1
Richard Sinnott 1
Alejandro Frery 1
Nevin Hentze 1
Deborah Hix 1
Richard Stallman 1
William Newman 1
Laurent Lefèvre 1
James Horning 1
Robert Biddle 1
Ivan Sutherland 1
Gokhan Yenikaya 1
Ekrem Duven 1
Jian Yu 1
Carol Brown 1
Richard Baskerville 1
Yoav Shoham 1
John Stasko 1
Thomas Cormen 1
Faith Fich 1
Barbara Grosz 1
Reinhard Wilhelm 1
Avi Wigderson 1
Mehmet Dincbas 1
Eugene Freuder 1
Hans Schek 1
Scot Drysdale 1
Gary Strong 1
Samuel Kamin 1
Paul Green 1
Jan Groote 1
Owen Astrachan 1
Jim Johnson 1
Hanjiang Luo 1
Heitor Gomes 1
Eyad Elyan 1
Choongseon Hong 1
Charles Kamhoua 1
Mohamed Kafi 1
Nadjib Badache 1
Valeria Cardellini 1
Michele Colajanni 1
Sylvain Petitjean 1
Luca Mottola 1
Andrew Ko 1
Ian Reay 1
Scott Dick 1
Jurgen Koch 1
Hervé Gallaire 1
Chakkuen Wong 1
Frederick Hayes-Roth 1
Daniel Guimarans 1
Shunhui Ji 1
Alex Ryker 1
Emanuela Marasco 1
Omar Emam 1
Thomas Parsons 1

Affiliation Paper Counts
Victoria University Melbourne 1
University of Paderborn 1
Fondazione Bruno Kessler 1
Aix Marseille Universite 1
Barcelona Supercomputing Center 1
Thailand National Science and Technology Development Agency 1
Istituto Di Informatica E Telematica, Pisa 1
GE Global Research 1
National Technical University of Athens 1
University of Houston 1
Parametric Technology Corporation 1
Northern Arizona University 1
INRIA Lorraine 1
Chinese University of Hong Kong 1
Hunan University 1
World Health Organization 1
Laboratorio Nacional de Computacao Cientifica, Petropolis 1
University of Coimbra, Centre for Informatics and System 1
National Tsing Hua University 1
IBM Australia Ltd 1
Fraunhofer Institute for Computer Graphics Research IGD 1
Hong Kong Baptist University 1
University of Portsmouth 1
Defence and Science Technology Organisation Australia 1
Missouri University of Science and Technology 1
Ecole Centrale Paris 1
Electronic Data Systems 1
Texas Tech University at Lubbock 1
Universite de Marne-La-Vallee 1
University of Essex 1
Tata Institute of Fundamental Research 1
University of Auckland 1
IBM, India 1
Ben-Gurion University of the Negev 1
School of Higher Technology - University of Quebec 1
Universite de Bretagne-Sud 1
Hosei University 1
Saint Petersburg National Research University of Information Technologies, Mechanics and Optics University ITMO 1
Curtin University of Technology, Perth 1
Union Carbide Corporation 1
Stetson University 1
Eastern Washington University 1
Princeton Time Sharing Services, Inc. 1
Telecom & Management SudParis 1
Shanghai University 1
Shell Global 1
University of Michigan-Flint 1
Ludwig Maximilian University of Munich 1
Michigan Technological University 1
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Motorola 1
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INSA Lyon 1
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Indian Institute of Management Bangalore 1
Hamilton College 1
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Universite Paris Sorbonne - Paris IV 1
Taiz University 1
University of Vaasa 1
Universite de Bordeaux 1
The University of Tennessee System 1
Universite Paris Saclay 1
University of Pittsburgh 1
Hanscom AFB 1
Schlumberger Limited 1
ObjectVideo Inc 1
University of Chicago 1
Wellesley College 1
SS Cyril and Methodius University 1
NEC Corporation of America 1
Guangzhou University 1
Universiti Tunku Abdul Rahman 1
Google Inc. 1
Laboratoire d'Analyse et Modelisation de Systemes pour l'Aide a la Decision 1
Brigham Young University 1
University of Talca 1
Old Dominion University 1
IBM Research, Ireland 1
Rajiv Gandhi University 1
American University of Beirut 1
University of Rostock 1
Worcester Polytechnic Institute 1
Kent State University 1
National Laboratory of Advanced Informatics, Xalapa 1
TUMCREATE Limited 1
Hanyang University 1
Indraprastha Institute of Information Technology Delhi 1
University of Zabol 1
Information Technology University 1
Bayerische Akademie der Wissenschaften 1
University of Wales 1
Indian Institute of Technology, Kanpur 1
Universite Libre de Bruxelles 1
Nazarbayev University 1
Jadavpur University 1
University of Ljubljana 1
Keldysh Institute of Applied Mathematics, Russian Academy of Sciences 1
University of California, Riverside 1
University of Brescia 1
University of Limerick 1
University of California System 1
VTT Technical Research Centre of Finland 1
King Abdulaziz University 1
Mississippi State University 1
University of New Brunswick 1
Interuniversity Micro-Electronics Center at Leuven 1
University of Alabama 1
Alexandru Ioan Cuza University 1
Allegheny College 1
Kestrel Institute 1
Defense Advanced Research Projects Agency 1
Assiut University 1
Institut Superieur de Gestion de Tunis 1
Centro Universitario de la Defensa, Zaragoza 1
Netflix, Inc. 1
Nottingham Trent University 1
Zwickau University of Applies Sciences 1
University of Ontario Institute of Technology 1
SUNY Oswego 1
Swarthmore College 1
College of Management Academic Studies Israel 1
NHL University of Applied Sciences 1
University of Lausanne 1
Tokai University 1
Universite Paris 13 1
University of Peradeniya 1
University of Catania 1
Al Qassim University 1
CSIC - Instituto de Investigacion en Inteligencia Artificial 1
University of Mannheim 1
University of West London 1
University of Calabria 1
BP p.l.c. 1
Pontifical Catholic University of Rio de Janeiro 1
University of Maryland, Baltimore 1
Yahoo Research Barcelona 1
Beijing University of Posts and Telecommunications 1
Central Intelligence Agency 1
University of Munster 1
NXP Semiconductors 1
Thales Group 1
University of Udine 1
SONY Computer Science Laboratory, Paris 1
Union Bank of Switzerland 1
University of Western Macedonia 1
ESTEC - European Space Research and Technology Centre 1
University of Wisconsin 1
Universidad Jaume I 1
National Sun Yat-Sen University Taiwan 1
Gwangju Institute of Science and Technology 1
Aston University 1
University of Geneva 1
Pohang University of Science and Technology 1
Infineon Technologies AG 1
Federal University of Para 1
University of Innsbruck 1
Reykjavik University 1
Institut Universitaire de France 1
Free University of Bozen-Bolzano 1
Universite Claude Bernard Lyon 1 1
Nokia Networks 1
Institute of Computer Science Crete 1
Fraunhofer Institute for Industrial Engineering IAO 1
University of Texas System 1
Mitsubishi Electric Research Laboratories 1
Universidad de Alcala 1
King Abdullah University of Science and Technology 1
Bloomberg L.P. 1
University of Nottingham Ningbo China 1
University of Wollongong 1
National Security Research Institute, Korea 1
Universidad Nacional de Colombia 1
Southern Cross University, Coffs Harbour 1
Sultan Qaboos University 1
University of Kaiserslautern 1
Naval Sea Systems Command 1
Graz University of Technology 1
State University of New York System 1
Osnabruck University of Applied Sciences 1
Xerox Corporation 1
University of North Florida 1
Hitachi, Ltd. 1
University of Oregon 1
Seneca College of Applied Arts & Technology 1
Chalmers University of Technology 1
University of Ferrara 1
California State University 1
Motorola Austin 1
Koya University 1
IMDEA Institute 1
University of Saskatchewan 1
Universite de Caen Normandie 1
University of Bamberg 1
Infosys Technologies Limited India 1
IEEE 1
California State University Fresno 1
Clarkson University 1
NYU Tandon School of Engineering 1
University of Calcutta 1
University of Aberdeen 1
IBM Canada Ltd. 1
IBM Ireland Limited 1
Universite des Sciences et Technologies de Lille 1
Instituto Portugues de Oncologia de Francisco Gentil Porto 1
Helsinki Institute for Information Technology 1
Instituto Tecnologico de Morelia 1
IBM Austin Research Laboratory 1
Philips Research 1
Brooklyn College 1
Binghamton University State University of New York 1
Roosevelt University 1
Institute of Mathmatics and Computer Science University of Latvia 1
University of Warsaw 1
Federal University of Vicosa 1
State University of Maringa 1
Banco de Mexico 1
University of Hawaii at Manoa 1
NASA Kennedy Space Center 1
Mathematical Applications Group, Inc. 1
Tunis-El Manar University, Faculty of Science 1
Intuit Inc, Canada 1
Computer Sciences Corporation - USA 1
US Naval Underwater Systems Center 1
Jinan University 1
Federal Technological University of Parana 1
University of Salerno 1
Institute of Computer Science Academy of Sciences of the Czech Republic 1
St. Polten University of Applied Sciences 1
University of Cincinnati 1
Xiamen University 1
BRICS Basic Research in Computer Science 1
W. W. Gaertner Research, Inc. 1
Goethe University Frankfurt 1
ONERA Centre de Toulouse 1
National Institute of Telecommunications, Poland 1
University of Victoria 1
University of Kalyani 1
University of Salento 1
University of Nevada, Reno 1
Adam Mickiewicz University in Poznan 1
CSIRO Data61 1
Poznan Supercomputing and Networking Center 1
Defence Research and Development Canada 1
Melbourne Institute of Technology 1
Griffith University 1
Rutherford Appleton Laboratory 1
Information and Communications University 1
University of Iowa 1
Zuse Institute Berlin 1
The University of North Carolina at Greensboro 1
University of London 1
RAND Corporation 1
Lovely Professional University 1
University of Tehran 1
New York University Abu Dhabi 1
Universite de Technologie de Compiegne 1
Catholic University of the Sacred Heart 1
University of Freiburg 1
Defence Research and Development Canada Valcartier 1
Monmouth University 1
Fraunhofer Institute for Communication, Information Processing and Ergonomics FKIE 1
Isfahan University of Technology 1
The Johns Hopkins School of Medicine 1
Fraunhofer Institute for Applied Information Technology FIT 1
Australian National University 1
Carnegie Mellon Software Engineering Institute 1
University Politehnica of Bucharest 1
University of Tulsa 1
University of Cagliari 1
Indian Institute of Technology, Guwahati 1
Hunan University of Science and Technology 1
University of Aizu 1
Sarnoff Corporation 1
Trinity University 1
Ohio University Athens 1
SRA International Inc 1
IBM, Japan 1
Laboratoire de Recherche en Informatique 1
University of Teesside 1
Federal University of Alagoas 1
Facultes Universitaires Notre-Dame de la Paix 2
Federal University of Sao Paulo 2
University of Reading 2
University of Rochester 2
University of the Basque Country 2
King Saud University 2
Instituto Tecnologico de Orizaba, Mexico 2
Technische Universitat Braunschweig 2
University of Minho 2
Universidad de Cordoba 2
Louisiana State University 2
Sybase Inc. 2
COMSATS Institute of Information Technology Lahore 2
Interdisciplinary Institute for Broadband Technology 2
Harvard University 2
Capital Normal University China 2
Multimedia University 2
Bilkent University 2
IBM Zurich Research Laboratory 2
Florida Atlantic University 2
South National University 2
University of Milan - Bicocca 2
Auckland University of Technology 2
University of Bern 2
Stevens Institute of Technology 2
Oberlin College 2
University of Buckingham 2
Italian Institute of Technology 2
TU Dortmund University 2
Birla Institute of Technology and Science Pilani 2
Institutions Markets Technologies, Lucca 2
Tilburg University 2
Williams College 2
Universidad Rey Juan Carlos 2
Aerospace Corporation, USA 2
University of Liege 2
Florida State University 2
Monash University Malaysia 2
SRM University 2
Stanford Linear Accelerator Center 2
University of Technology Sydney 2
Swedish Institute of Computer Science 2
Linkoping University 2
European Organization for Nuclear Research 2
Sunway University 2
Makerere University 2
University of East London 2
University of Augsburg 2
University of Malta 2
IBM Haifa Labs 2
Naval Postgraduate School 2
Sun Microsystems 2
Communaute d'Universites et d'Etablissements Lille Nord de France 2
Wuhan University 2
Institut de Recherche et Coordination Acoustique Musique 2
Panjab University 2
Jozef Stefan Institute 2
Lockheed Martin Corporation 2
Istanbul Technical University 2
NEC Corporation 2
Abo Akademi University 2
Clemson University 2
VSB - Technical University of Ostrava 2
University of Pavia 2
Indian Institute of Information Technology, Allahabad 2
University of California, Santa Cruz 2
NASA Ames Research Center 2
Verimag 2
Amherst College 2
University of Miami 2
TELECOM ParisTech 2
University of Groningen 2
University of South Australia 2
Nanjing University 2
Wayne State University 2
Intermetrics, Inc. 2
Warsaw University of Technology 2
National Institute of Technology Karnataka 2
Karlsruhe Institute of Technology 2
University of Macau 2
Lawrence Livermore National Laboratory 2
CQUniversity 2
Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS 2
Ocean University of China 2
SK Hynix Inc. 2
University of Belgrade 2
Indian Statistical Institute, Kolkata 2
University of Sherbrooke 2
University of Alabama at Birmingham 2
University of Oslo 2
Universite Abou Bekr Belkaid Tlemcen 2
Koc University 2
University of Tokyo 2
Drexel University 2
FX Palo Alto Laboratory 2
Keio University 2
University of South Wales 2
University of Connecticut 2
University of South Florida Tampa 2
University of Bergen 2
Catholic University of Louvain, Louvain-la-Neuve 2
University of Greenwich 2
University of Naples Federico II 2
University of the District of Columbia 2
Wright-Patterson AFB 2
INRIA Rocquencourt 2
Kyoto University 2
Institut Mines Telecom 2
Ecole des Mines de Paris 2
Korea Advanced Institute of Science & Technology 2
Western Sydney University 2
Polytechnic School of Montreal 2
CSIRO Ict Centre 2
Claremont Graduate University 2
Birmingham City University 2
Intel Technology India Pvt Ltd. 2
University of Luxembourg 2
Sandia National Laboratories, New Mexico 2
Microelectronics Computer Technology Corporation 2
Portland State University 2
Malek Ashtar University of Technology 2
BBN Technologies 2
Utah State University 2
Loyola Marymount University 2
Unisys Corporation 2
University of Macedonia 2
Bowdoin College 2
Federal University of Ceara 2
Ecole Normale Superieure de Lyon 2
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 2
University of Salford 2
Michoacan University of Saint Nicholas of Hidalgo 2
University of Kansas Lawrence 2
University of Nebraska 2
Japan Advanced Institute of Science and Technology 2
Czech Technical University in Prague 2
Faculdade de Ciencias e Tecnologia, New University of Lisbon 2
Renmin University of China 2
Lulea University of Technology 2
Free University of Berlin 2
National Research Council Canada 2
Jilin University 2
Federal University of Pernambuco 2
Universite de Rouen Normandie 2
Universite Grenoble Alpes 2
Federal University of Amazonas 3
University of Zurich 3
Uludag University 3
Hasso-Plattner-Institut fur Softwaresystemtechnik GmbH 3
Universidad de Jaen 3
Uppsala University 3
Kyung Hee University 3
University of Patras 3
Harbin Institute of Technology 3
California Institute of Technology 3
DePaul University 3
MIT Computer Science and Artificial Intelligence Laboratory 3
GM Research Lab 3
University of Vermont 3
University of Piraeus 3
University of Helsinki 3
University of Virginia 3
Zhejiang University 3
German Research Center for Artificial Intelligence (DFKI) 3
Universite de Toulouse 3
University of Delaware 3
The University of Hong Kong 3
Tongji University 3
Shanghai Jiaotong University 3
Yahoo Research Labs 3
University of Colorado at Colorado Springs 3
Temple University 3
University of Verona 3
George Washington University 3
Verizon Communications 3
Universidad de Oviedo 3
Oklahoma State University System 3
Boston University 3
University of Calgary 3
University of Pretoria 3
Hebrew University of Jerusalem 3
University of Oldenburg 3
Saarland University 3
Universidad Autonoma de Barcelona 3
Amirkabir University of Technology 3
University of Neuchatel 3
Washington State University Pullman 3
University of Windsor 3
University of Cantabria 3
Umea University 3
University of Regina 3
Napier University 3
University of KwaZulu-Natal 3
Laval University 3
Guru Nanak Dev University India 3
City University of Hong Kong 3
University of Peloponnese 3
Pontificia Universidad Catolica de Chile 3
University of Valencia 3
Victoria University of Wellington 3
Southeast University China, Nanjing 3
University of Montreal 3
Weizmann Institute of Science Israel 3
University of New Hamsphire Durham 3
Queen Mary, University of London 3
University of Leeds 3
Iowa State University 3
Roma Tre University 3
Universiti Teknologi Petronas 3
Laboratoire Traitement et Communication de l'Information 3
University of Maribor 3
University of Kentucky 3
Fluminense Federal University 3
Indian Institute of Technology, Delhi 3
Ecole Normale Superieure 3
IBM, Brasil 3
Shenzhen University 3
Robert Gordon University 3
University of Coimbra, Faculty of Sciences and Technology 3
Orange Labs 3
University of Maryland, Baltimore County 3
European Centre for Soft Computing 3
Instituto de Engenharia de Sistemas e Computadores Investigacao e Desenvolvimento em Lisboa 3
University of Stuttgart 3
University of Utah 3
Ferdowsi University of Mashhad 3
Research Academic Computer Technology Institute, Patras 3
Universidad de Valladolid 3
National Institute of Technology Hamirpur 3
Open University of the Netherlands 3
McMaster University 3
University of Science and Technology of China 3
Panasonic Technologies, Inc. 3
London South Bank University 3
NEC Laboratories America, Inc. 3
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 3
University of Lugano 3
Lund University 3
Oldenburger Forschungs- Und Entwicklungsinstitut fur Informatik-Werkzeuge Und -Systeme 3
Concordia University, Montreal 3
University of Szeged 3
University of Hamburg 4
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 4
New Jersey Institute of Technology 4
Southern Methodist University 4
University of Tartu 4
Siemens AG 4
Demokritos National Centre for Scientific Research 4
Universitat de Girona 4
University of Porto 4
University of New Mexico 4
De Montfort University 4
University of Seville 4
Indian Institute of Technology, Kharagpur 4
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Polytechnic Institute of Turin 4
Siemens USA 4
Georgia State University 4
Southampton Solent University 4
University of Tennessee, Knoxville 4
University of Dublin, Trinity College 4
Universiti Sains Malaysia 4
West Virginia University 4
MIT Media Laboratory 4
University of Adelaide 4
Technical University of Dresden 4
Universite Pierre et Marie Curie 4
University of Jyvaskyla 4
Lehigh University 4
Center For Research And Technology - Hellas 4
University of Durham 4
University of Magdeburg 4
University of Palermo 4
Ecoles polytechniques federales 4
University of Texas at Arlington 4
University of Brasilia 4
Anna University 4
Boeing Corporation 4
U.S. Army Research Laboratory 4
University of Kent 4
Technion - Israel Institute of Technology 4
University of Louisiana at Lafayette 4
University College Dublin 4
Federal University of Rio de Janeiro 4
Ecole des Mines de Nantes 4
Norwegian University of Science and Technology 4
Complutense University of Madrid 4
Universidad de Malaga 4
Karlsruhe Institute of Technology, Campus South 4
United States National Science Foundation 4
Athens University of Economics and Business 4
University of Southern Denmark 4
Air Force Research Laboratory 4
University of Central Florida 4
University of Plymouth 4
Microsoft Corporation 4
University of Copenhagen 4
Aristotle University of Thessaloniki 4
University of Antwerp 4
Bar-Ilan University 4
Universite de Lyon 4
The University of North Carolina at Charlotte 4
University of Leicester 4
Nanjing University of Post and TeleCommunications 4
Athlone Institute of Technology 4
Thapar University 4
Macquarie University 4
Bournemouth University 4
Fondazione Ugo Bordoni 4
Middle East Technical University 4
University of Padua 4
State University of Campinas 4
Sun Yat-Sen University 4
University of Bristol 4
Indian Institute of Science, Bangalore 4
Peking University 4
Northwestern Polytechnical University China 5
Ca' Foscari University of Venice 5
Oregon State University 5
Royal Holloway University of London 5
Technical University of Denmark 5
Universite Paul Sabatier Toulouse III 5
University of Cambridge 5
Singapore University of Technology and Design 5
East China Normal University 5
Federal University of Minas Gerais 5
Federal University of Parana 5
Swinburne University of Technology 5
University of Coimbra 5
Khalifa University 5
Flinders University of South Australia 5
Universidad Politecnica de Valencia 5
University of Southern California, Information Sciences Institute 5
University of Wurzburg 5
General Motors 5
EURECOM Ecole d'Ingenieurs & Centre de Recherche en Systemes de Communication 5
University of Minnesota System 5
Institute for Research in IT and Random Systems 5
The University of Warwick 5
University of Quebec in Montreal 5
Universiti Teknologi Malaysia 5
King Fahd University of Petroleum and Minerals 5
Microsoft Research Cambridge 5
University of Roma Tor Vergata 5
Kansas State University 5
Rutgers University-Newark Campus 5
Aalborg University 5
Dublin City University 5
University of Genoa 5
Stony Brook University 5
University of Queensland 5
University of Bari 5
Tufts University 5
Max Planck Institute for Informatics 5
AGH University of Science and Technology 5
Honeywell International Inc. 5
COMSATS Institute of Information Technology 6
Institute of Computing Technology Chinese Academy of Sciences 6
University of Edinburgh 6
General Electric Company 6
McGill University 6
University of Texas at San Antonio 6
The University of British Columbia 6
Hong Kong Polytechnic University 6
INRIA Institut National de Rechereche en Informatique et en Automatique 6
HP Labs 6
IBM Research 6
University of Erlangen-Nuremberg 6
Alpen-Adria-Universität Klagenfurt 6
Syracuse University 6
Huazhong University of Science and Technology 6
Telcordia Technologies, Inc. 6
Pontifical Catholic University of Parana 6
Bremen University 6
Brandeis University 6
University of Modena and Reggio Emilia 6
King's College London 6
Yonsei University 6
Humboldt University of Berlin 6
Charles University 6
The University of Western Ontario 6
North Dakota State University 6
Universitat Pompeu Fabra 6
Aalto University 6
Technical University of Madrid 6
University of California, Davis 6
Technical University of Munich 6
Poznan University of Technology 6
University of the Rio dos Sinos Valley 6
Universidade de Lisboa 6
Karlstad University 6
Commonwealth Scientific and Industrial Research Organization 6
Illinois Institute of Technology 6
University of Turin 6
Institute for Infocomm Research, A-Star, Singapore 6
CNRS Centre National de la Recherche Scientifique 6
Michigan State University 6
Indiana University 6
Heinrich Heine University 6
Naval Research Laboratory 6
Instituto Superior Tecnico 7
City University London 7
University of Konstanz 7
University of Amsterdam 7
Korea University 7
Federal University of Santa Catarina 7
Lahore University of Management Sciences 7
Intel Corporation 7
University of Illinois 7
University at Buffalo, State University of New York 7
Universidad Carlos III de Madrid 7
Simon Fraser University 7
Hewlett-Packard Inc. 7
Queen's University Belfast 7
Yale University 7
University of Ulster 7
University of Trento 7
Northeastern University 7
Washington University in St. Louis 7
Universitat Oberta de Catalunya 7
Brunel University London 7
University of Beira Interior 7
Texas A and M University 7
University of Athens 7
HRL Laboratories 7
University of Birmingham 7
University of Oulu 7
Nokia Corporation 7
University of Sussex 7
RMIT University 7
University of Passau 7
New York University 8
Open University 8
Rutgers, The State University of New Jersey 8
The University of North Carolina at Chapel Hill 8
Technical University of Berlin 8
Federal University of Rio Grande do Sul 8
University of Canterbury 8
University of Colorado at Boulder 8
Johns Hopkins University 8
University of Southern California 8
University of Western Australia 8
Institute for Systems and Computer Engineering of Porto 8
University of Washington, Seattle 8
Eindhoven University of Technology 8
Northwestern University 8
Rensselaer Polytechnic Institute 8
University of California, Santa Barbara 8
Qatar Computing Research institute 8
Budapest University of Technology and Economics 8
Rice University 8
Royal Institute of Technology 9
University College London 9
University of Notre Dame 9
The University of Sydney 9
Arizona State University 9
George Mason University 9
National University of Singapore 9
Indian Institute of Technology, Bombay 9
AT&T Inc. 9
Vanderbilt University 9
University of Florence 9
University of Sheffield 10
Oregon Health and Science University 10
Tel Aviv University 10
Queensland University of Technology 10
Monash University 10
Center for Mathematics and Computer Science - Amsterdam 10
Virginia Tech 10
Swiss Federal Institute of Technology, Zurich 10
Queen's University, Kingston 10
University of Pisa 10
Vrije Universiteit Brussel 10
Duke University 10
Delft University of Technology 11
Palo Alto Research Center Incorporated 11
National University of Defense Technology China 11
Universitat Politecnica de Catalunya 11
Carleton University 11
University of Illinois at Chicago 11
Dartmouth College 11
Vienna University of Technology 11
Universidad de Granada 11
University of Surrey 11
University of Twente 11
Hong Kong University of Science and Technology 12
Microsoft Research 12
Columbia University 12
IBM, USA 12
University of Oxford 12
Nanyang Technological University 12
University of Nebraska - Lincoln 12
Pennsylvania State University 12
Johannes Kepler University Linz 12
RWTH Aachen University 12
Newcastle University, United Kingdom 12
University of Manchester 12
Princeton University 12
University of New South Wales 13
University of Vienna 13
University of York 13
Oak Ridge National Laboratory 13
University of Arizona 13
University of Milan 13
Italian National Research Council 13
University of Glasgow 13
University of Roma La Sapienza 14
SRI International 14
University of Pennsylvania 14
University of California, San Diego 14
University of California, Los Angeles 14
University of Texas at Dallas 14
University of Aarhus 15
University of Bologna 15
Cornell University 15
Technical University of Darmstadt 16
Tsinghua University 16
IBM Almaden Research Center 16
Swiss Federal Institute of Technology, Lausanne 16
Lancaster University 16
Ohio State University 16
IBM Thomas J. Watson Research Center 16
North Carolina State University 16
University of Nottingham 17
Universidad de Chile 17
Vrije Universiteit Amsterdam 18
University of Wisconsin Madison 19
Politecnico di Milano 19
National Institute of Standards and Technology 19
University of Waterloo 20
University of Toronto 20
University of Alberta 21
Imperial College London 21
Georgia Institute of Technology 21
Catholic University of Leuven, Leuven 22
Massachusetts Institute of Technology 22
MITRE Corporation 22
University of Ottawa, Canada 22
University of Southampton 23
University of Sao Paulo 23
University of Massachusetts Amherst 23
University Michigan Ann Arbor 25
University of Florida 26
University of Minnesota Twin Cities 26
Stanford University 26
University of California, Irvine 27
University of Illinois at Urbana-Champaign 27
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
University of Melbourne 39
University of Maryland 41
Florida International University 42
Carnegie Mellon University 64
 
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