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Visual Menu Techniques

Menus are used for exploring and selecting commands in interactive applications. They are widespread in current systems and used by a large variety of users. As a consequence, they have motivated many studies in Human-Computer Interaction (HCI). Facing the large variety of menus, it is difficult to have a clear understanding of the design... (more)

A Survey of Authentication and Communications Security in Online Banking

A survey was conducted to provide a state of the art of online banking authentication and communications security implementations. Between global... (more)

A Survey on Systems Security Metrics

Security metrics have received significant attention. However, they have not been systematically explored based on the understanding of attack-defense interactions, which are affected by various factors, including the degree of system vulnerabilities, the power of system defense mechanisms, attack (or threat) severity, and situations a system at... (more)

Automated Planning for Ubiquitous Computing

The goal of ubiquitous computing is to create ambience in which one’s experiences and quality of life are improved by monitoring and assisting people using ubiquitous technologies and computation in coherence. The continuous advancements of involved technologies, such as wireless communications, mobile devices, and sensors, imply fast... (more)

Affinity-Based Thread and Data Mapping in Shared Memory Systems

Shared memory architectures have recently experienced a large increase in thread-level parallelism, leading to complex memory hierarchies with... (more)

Current Research and Open Problems in Attribute-Based Access Control

Attribute-based access control (ABAC) is a promising alternative to traditional models of access control (i.e., discretionary access control (DAC),... (more)

Scientific Workflows

Modern scientific collaborations have opened up the opportunity to solve complex problems that require both multidisciplinary expertise and large-scale computational experiments. These experiments typically consist of a sequence of processing steps that need to be executed on selected computing platforms. Execution poses a challenge, however, due... (more)

Inner Source Definition, Benefits, and Challenges

Inner Source (IS) is the use of open source software development practices and the establishment of an open source-like culture within organizations.... (more)

Abuse Reporting and the Fight Against Cybercrime

Cybercriminal activity has exploded in the past decade, with diverse threats ranging from phishing attacks to botnets and drive-by-downloads afflicting millions of computers worldwide. In response, a volunteer defense has emerged, led by security companies, infrastructure operators, and vigilantes. This reactionary force does not concern itself... (more)

A Survey of Link Prediction in Complex Networks

Networks have become increasingly important to model complex systems composed of interacting elements. Network data mining has a large number of applications in many disciplines including protein-protein interaction networks, social networks, transportation networks, and telecommunication networks. Different empirical studies have shown that it is... (more)

Mobile Cloud Business Process Management System for the Internet of Things

The Internet of Things (IoT) represents a comprehensive environment that consists of a large number of smart devices interconnecting heterogeneous... (more)

Computer Vision and Natural Language Processing

Integrating computer vision and natural language processing is a novel interdisciplinary field that has received a lot of attention recently. In this survey, we provide a comprehensive introduction of the integration of computer vision and natural language processing in multimedia and robotics applications with more than 200 key references. The... (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
Data-driven Techniques in Disaster Information Management

Improving Disaster Management and Recovery techniques is one of national priorities given the huge toll caused by man-made and nature calamities. Data-driven disaster management aims at applying advanced data collection and analysis technologies to achieve more effective and responsive disaster management, and has undergone considerable progress in the last decade. However, to the best of our knowledge, currently there is no work that both summarizes recent progress and suggests future research directions for this emerging research area. To remedy this situation, we provide a systematic treatment of the recent developments in data-driven disaster management. Specifically, we first present a general overview on the requirements and system architectures of disaster management systems, and then summarize state of the art data-driven techniques that have been applied on improving situation awareness as well as in addressing users information needs in disaster management. We also discuss and categorize general data mining and machine learning techniques in disaster management, and finally recommend several research directions for further investigations.

Hashing Techniques: A Survey and Taxonomy

With the rapid development of information storage and networking technologies, quintillion bytes of data are generated every day from social networks, business transactions, sensors, and many other domains. The increasing data volumes impose significant challenges to traditional data analysis tools in storing, processing, and analysing these extremely large-scale data. For decades, hashing is one of the most effective tools commonly used to compress data for fast access and analysis. Hashing techniques have also evolved from simple randomization approaches to advanced adaptive methods considering locality, structure, or label information of the data for effective hashing. This survey reviews and categorizes existing hashing techniques as a taxonomy, in order to provide a comprehensive view of mainstream hashing techniques for different types of data and domain applications. The taxonomy also studies uniqueness of each method and therefore can serve as technique references in understanding the niche of different hashing mechanisms for future development.

Simulation and Experimentation Platforms for Underwater Acoustic Sensor Networks: Advancements and Challenges

Ocean and water basically cover the major parts of our planet earth. In order to obtain the best utilization of the underlying resources on these parts of earth, people have made some research advancement. Specically, the research on underwater wireless acoustic sensor networks (UWA-SNs) has made a great progress. However, wide deployment of UWA-SNs is far from the reality due to several reasons. One important reason is that offshore deployment and eld-level experiments of ocean-centric applications are both expensive and labor-intensive. Other alternatives to attain this objective are to conduct simulation or experimentation which can reduce cost, and accelerate the research activities and their outcomes. However, designing efcient and reliable simulation and experimentation platforms are proved to be more challenging beyond the expectation. In this paper, we explore the main techniques (and their pros and cons) and components to develop simulation and experimentation platforms, and provide a comprehensive survey report in this area. We classify simulation and experimentation platforms based on some typical criteria, and then provide useful guidelines for researchers on choosing suitable platforms in accordance with their requirements. Finally, we address some open and un-resolved issues in this context, and provide some suggestions on future research.

Smart Computing and Sensing Technologies for Animal Welfare: A Systematic Review

Animals play a profoundly important and intricate role in our lives today. Dogs have been human companions for thousands of years, but they now work to assist the disabled, and in combat and search and rescue situations. Farm animals are a critical part of sustainable agriculture today, and there is increasing consumer interest in humanely raised livestock, and how it impacts our health and environmental footprint. Wild animals are threatened with extinction by human induced factors, and shrinking and compromised habitat. This review sets the goal to systematically survey the existing literature in smart computing and sensing technologies for domestic, farm and wild animal welfare. We use the notion of \emph{animal welfare} in broad terms, to review the technologies for assessing whether animals are healthy, free of pain and suffering, and also positively stimulated in their environment. Also the notion of \emph{smart computing and sensing} is used in broad terms, to refer to computing and sensing systems that are not isolated but interconnected with communication networks, and capable of remote data collection, processing, exchange and analysis. The findings of this review are expected to motivate future research in computer science and engineering, as well as contribute to data, information and communication management for animal welfare.

Systematic Review of Software Behavioral Model Consistency Checking

In software development, models are often used to represent multiple views of the same system. Such models need to be properly related to each other in order to provide a consistent description of the developed system. Models may contain contradictory system specifications, for instance, when they evolve independently. Therefore, it is very crucial to ensure that models conform to each other. In this context, we focus on consistency checking of behavior models. Several techniques and approaches have been proposed in the existing literature to support behavioral model consistency checking. This paper presents a Systematic Literature Review (SLR) that was carried out to obtain an overview of the various consistency concepts, problems, and solutions proposed regarding behavior models. In our study, the identification and selection of the primary studies was based on a well-planned search strategy. The search process identified a total of 1770 primary studies, out of which 96 have been thoroughly analyzed according to our predefined SLR protocol. The SLR aims to highlight the state-of-the-art of software behavior model consistency checking and identify potential gaps for future research.

Evaluation of Knowledge Gaps for Mathematical Applications in Thermographic Image Processing Technique

This document deals with literature reviews on fire prevention method especially in mining industries by thermal image processing techniques. The fire protection system is crucial because of the total loss of human lives due to coal fire and fatal explosions in coalmines across the world in last few decades are huge. In this regards, the fire break out always take the first and foremost place in safety perspective with increasing demand for energy, coal supply and obviously in coal mining will continue to grow upto 2050. To detect the uncertain fire break out condition, thermal imaging technique has been considered most significant among several early warning methods to recognize spontaneous combustion of coal pile, e.g., temperature recordings by sensors, compaction testing of ore seam, gas tests, etc. The evolution of thermographic imaging technique assisted with numerous applications of mathematical models would be discussed in the light of safety dimension in mining industry in this manuscript elaborately. The missing links or unattended areas of mathematics in application of thermal image processing in mining especially in coal industry would be evolved as the gap in knowledge suggested in the conclusion of this article

A Survey on Data Flow Testing

Data flow testing (DFT) is a family of testing strategies designed to verify correct interactions between each program variables definition and its uses. Such a test objective of interest is referred to as a def-use pair. The goal of DFT is to exercise every pair w.r.t. different testing criteria (i.e., data flow coverage criteria). Herman introduced the concept of DFT in 1976. Since then, various data flow-based coverage criteria have been proposed. A number of studies have also been conducted, both theoretically and empirically, to analyze DFTs complexity and effectiveness. The effectiveness of DFT in fault detection has stimulated various approaches to pursue efficient and automated data flow testing. This survey presents a detailed overview of data flow testing, including challenges and approaches in enforcing and automating it: (1) It classifies and discusses techniques for test data generation, such as random testing, collateral coverage-based testing, search-based testing, symbolic execution-based testing and model checking-based testing; (2) it discusses techniques for tracking data flow coverage; (3) it summarizes recent advances and discusses future research directions toward more practical data flow testing; and (4) it presents several DFT applications, including software fault localization, web security testing, and specification consistency checking.

Changes as First Class Citizens: A Research Perspective on Modern Software Tooling

Software must evolve to keep up with an ever-changing context, the real world. We discuss an emergent trend in software evolution research revolving around the central notion that drives evolution: Change. By reifying change, and by modelling it as a first-class entity, researchers can now analyse the complex phe- nomenon known as software evolution with an unprecedented degree of accuracy. We present a Systematic Mapping Study of 86 papers to give an overview on the state of the art in this area of research and present a roadmap with open issues and future directions.

Spatio-Temporal Analysis of Team Sports

Team-based invasion sports such as football, basketball and hockey are similar in the sense that the players are able to move freely around the playing area; and that player and team performance cannot be fully analysed without considering the movements and interactions of all players as a group. State of the art object tracking systems now produce spatio-temporal traces of player trajectories with high definition and high frequency, and this, in turn, has facilitated a variety of research efforts, across many disciplines, to extract insight from the trajectories. We survey recent research efforts that use spatio-temporal data from team sports as input, and involve non-trivial computation. This article categorises the research efforts in a coherent framework and identifies a number of open research questions.

Imitation Learning: A Survey of Learning Methods

Imitation learning techniques aim to model human behavior in a given task. An agent is trained to perform a task from demonstrations by learning a mapping between observations and actions. The idea of teaching by imitation has been around for many years, however, the field is gaining attention recently due to advances in computing and sensing as well as rising demand for intelligent applications. The paradigm of learning by imitation is gaining popularity because it facilitates teaching complex tasks with minimal expert knowledge of the tasks. However, specialized algorithms are needed to effectively and robustly learn models as learning by imitation poses its own set of challenges. In this paper, we survey imitation learning methods and present design options in different steps of the learning process. We introduce a background and motivation for the field as well as highlight challenges specific to the imitation problem. Methods for designing and evaluating imitation learning tasks are categorized and reviewed. We extensively discuss combining imitation learning approaches using different sources and methods, as well as incorporating other motion learning methods to enhance imitation. We also discuss the potential impact on industry, present major applications and highlight current and future research directions.

Deep Learning Advances in Computer Vision with 3D Data: A Survey

Deep learning has recently gained popularity achieving state-of-the-art performance in tasks involving text, sound or image processing. Due to its outstanding performance, there have been efforts to apply it in more challenging scenarios, e.g. 3D data processing. This article surveys methods applying deep learning on 3D data and provides a classification based on how they exploit them. From the results of the examined works, we conclude that systems employing 2D views of 3D data typically surpass voxel-based (3D) deep models which however can perform better with more layers and severe data augmentation. Therefore, larger-scale datasets and increased resolutions are required.

CASE Tool Support for Variability Management in Software Product Lines

Software product lines (SPL) aim at reducing time-to-market and increasing software quality through extensive, planned reuse of artifacts. An essential activity in SPL is variability management, i.e., defining and managing commonality and variability among member products. Due to the large scale and complexity of todays software-intensive systems, variability management has become increasingly complex to conduct. Accordingly, tool support for variability management has been gathering increasing momentum over the last few years and can be considered a key success factor for developing and maintaining SPLs. While several studies have already been conducted on variability management, none of these analyzed the available tool support in detail. In this work, we report on a survey in which we analyzed 30 existing variability management tools identified using a systematic literature review to understand the tools characteristics, maturity, and the challenges in the field. We conclude that while most studies on variability management tools provide a good motivation and description of the research context and challenges, they often lack empirical data to support their claims and findings. It was also found that quality attributes important for the practical use of tools such as usability, integration, scalability, and performance were out of scope for most studies.

A Taxonomy and Survey of Cloud Resource Orchestration Techniques

Cloud services and applications prove indispensable amidst todays modern utility-based computing. The cloud has displayed disruptive and growing impact on everyday computing tasks. However, facilitating the orchestration of cloud resources in order to build such cloud services and applications is yet to unleash its entire magnitude of power. Accordingly, it is paramount to devise a unified and comprehensive analysis framework in order to accelerate fundamental understanding of cloud resource orchestration in terms of concepts, paradigms, languages, models and tools. This framework is essential to empower effective research, comprehension, comparison and selection of cloud resource orchestration models, languages, platforms and tools. This article provides such a comprehensive framework whilst analyzing the relevant state-of-the-art in cloud resource orchestration from a novel and holistic viewpoint.

A Survey on Financial Applications of Metaheuristics

Modern heuristics or metaheuristics are optimization algorithms that have been increasingly used during the last decades to support complex decision making in a number of fields, such as logistics and transportation, telecommunication networks, bioinformatics, finance, etc. The continuous increase in computing power, together with advancements in metaheuristics frameworks and parallelization strategies, are empowering these types of algorithms as one of the best alternatives to solve rich and real-life combinatorial optimization problems that arise in a number of financial and banking activities. This paper reviews some of the works related to the use of metaheuristics in solving both classical and emergent problems in the finance arena. A non-exhaustive list of examples includes rich portfolio optimization, index tracking, enhanced indexation, credit risk, stock investments, financial project scheduling, option pricing, feature selection, bankruptcy and financial distress prediction, and credit risk assessment. The paper also discusses some open opportunities for researchers in the field, and forecast the evolution of metaheuristics to include real-life uncertainty conditions into the optimization problems being considered.

Wireless Body Area Network (WBAN): A survey on reliability, fault tolerance, and technologies coexistence

Wireless Body Area Network (WBAN) has been a key element in e-health to monitor bodies. This technology enables new applications under the umbrella of different domains, including the medical field, the entertainment and ambient intelligence areas. This survey paper places substantial emphasis on the concept and key features of the WBAN technology. First, the WBAN concept is introduced and a review of key applications facilitated by this networking technology is provided. The study then explores a wide variety of communication standards and methods deployed in this technology. Due to the sensitivity and criticality of the data carried and handled by WBAN, fault tolerance is a critical issue and widely discussed in this paper. Hence, this survey investigates thoroughly the reliability and fault tolerance paradigms suggested for WBANs. Open research and challenging issues pertaining to fault tolerance, coexistence and interference management and power consumption are also discussed along with some suggested trends in these aspects.

Bibliometrics

Publication Years 1969-2017
Publication Count 1579
Citation Count 48416
Available for Download 1579
Downloads (6 weeks) 21663
Downloads (12 Months) 193338
Downloads (cumulative) 3070246
Average downloads per article 1944
Average citations per article 31
First Name Last Name Award
El Saddik Abdulmotaleb ACM Distinguished Member (2010)
ACM Senior Member (2008)
Gregory Abowd ACM Eugene L. Lawler Award for Humanitarian Contributions within Computer Science and Informatics (2009)
ACM Senior Member (2008)
Nancy M Amato ACM Distinguished Member (2012)
Owen Astrachan ACM Distinguished Member (2013)
David F Bacon ACM Distinguished Member (2006)
Ruzena R Bajcsy ACM Distinguished Service Award (2003)
ACM AAAI Allen Newell Award (2001)
Benjamin B Bederson ACM Distinguished Member (2011)
Fernando Berzal Galiano ACM Senior Member (2008)
Michael W Blasgen ACM Programming Systems and Languages Paper Award (1982)
Daniel Bobrow ACM Software System Award (1992)
ACM Programming Systems and Languages Paper Award (1974)
Eric A. Brewer ACM Prize in Computing (2009)
Peter Brusilovsky ACM Senior Member (2008)
Randal E Bryant ACM Paris Kanellakis Theory and Practice Award (1998)
Douglas C Burger ACM Distinguished Member (2008)
ACM Senior Member (2006)
Margaret Burnett 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)
Godwin V Caruana ACM Senior Member (2013)
Carlos A. Castillo ACM Senior Member (2014)
Donald Chamberlin ACM Software System Award (1988)
Danny Z Chen ACM Distinguished Member (2014)
ACM Senior Member (2011)
Michael G Christel ACM Senior Member (2010)
Edmund Clarke ACM A. M. Turing Award (2007)
ACM Paris Kanellakis Theory and Practice Award (1998)
Ed Coffman ACM Distinguished Service Award (2004)
Outstanding Contribution to ACM Award (1987)
Tom Cormen ACM Distinguished Member (2009)
Fabio Crestani ACM Senior Member (2009)
Ernesto Damiani ACM Distinguished Member (2008)
David DeWitt ACM Software System Award (2008)
Alberto Del Bimbo ACM Distinguished Member (2016)
Peter J Denning Outstanding Contribution to ACM Award (1998)
ACM Karl V. Karlstrom Outstanding Educator Award (1996)
ACM Distinguished Service Award (1989)
ACM Programming Systems and Languages Paper Award (1971)
Jack Dennis ACM-IEEE CS Eckert-Mauchly Award (1984)
Steven J Derose ACM Senior Member (2007)
Matthew B Dwyer ACM Distinguished Member (2007)
David S Ebert ACM Senior Member (2009)
Carla S. Ellis ACM Distinguished Member (2009)
Ahmed Elmagarmid ACM Distinguished Member (2009)
Joel Emer ACM-IEEE CS Eckert-Mauchly Award (2009)
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)
Matthias Felleisen ACM Karl V. Karlstrom Outstanding Educator Award (2009)
Stephen Fink ACM Distinguished Member (2011)
ACM Senior Member (2008)
Michael J Flynn ACM-IEEE CS Eckert-Mauchly Award (1992)
Patrick J Flynn ACM Distinguished Member (2011)
ACM Senior Member (2009)
Stephanie Forrest ACM AAAI Allen Newell Award (2011)
Michael Franz ACM Distinguished Member (2006)
Benjamin Fung ACM Senior Member (2013)
David Garlan ACM Senior Member (2008)
Minos Garofalakis ACM Distinguished Member (2011)
ACM Senior Member (2009)
Garth A Gibson ACM Doctoral Dissertation Award
Series Winner (1991) ACM Doctoral Dissertation Award
Series Winner (1991)
Adele Goldberg ACM Software System Award (1987)
Michael T Goodrich ACM Distinguished Member (2006)
Goetz Graefe ACM Software System Award (2008)
Susan L Graham ACM-IEEE CS Ken Kennedy Award (2011)
ACM Distinguished Service Award (2006)
Jim Gray ACM A. M. Turing Award (1998)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
Cordell Green ACM Grace Murray Hopper Award (1985)
Barbara J Grosz ACM AAAI Allen Newell Award (2008)
Leonidas J Guibas ACM AAAI Allen Newell Award (2007)
Carl Gutwin ACM Distinguished Member (2015)
Wendy Hall Outstanding Contribution to ACM Award (2014)
Lynda Hardman ACM Distinguished Member (2014)
ACM Senior Member (2013)
Juris Hartmanis ACM Distinguished Service Award (2013)
ACM A. M. Turing Award (1993)
John L Hennessy ACM-IEEE CS Eckert-Mauchly Award (2001)
C. Antony R. Hoare ACM A. M. Turing Award (1980)
ACM Programming Systems and Languages Paper Award (1973)
Gerard J. Holzmann ACM Paris Kanellakis Theory and Practice Award (2005)
ACM Software System Award (2001)
Tiejun Huang ACM Senior Member (2013)
Ihab F. Ilyas ACM Distinguished Member (2014)
Michael I. Jordan ACM AAAI Allen Newell Award (2009)
Joaquim Jorge ACM Senior Member (2007)
Randy H. Katz ACM Karl V. Karlstrom Outstanding Educator Award (1999)
Lydia Kavraki ACM Grace Murray Hopper Award (2000)
Angelos Dennis Keromytis ACM Distinguished Member (2012)
ACM Senior Member (2007)
Won Kim ACM Distinguished Service Award (2001)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM Prize in Computing (2008)
Craig Knoblock ACM Distinguished Member (2008)
Donald E Knuth ACM Software System Award (1986)
ACM A. M. Turing Award (1974)
ACM Grace Murray Hopper Award (1971)
Daphne Koller ACM Prize in Computing (2007)
David Kotz ACM Senior Member (2006)
David J Kuck ACM-IEEE CS Ken Kennedy Award (2010)
ACM-IEEE CS Eckert-Mauchly Award (1993)
Abraham Lempel ACM Paris Kanellakis Theory and Practice Award (1997)
George Lepouras ACM Senior Member (2008)
Nancy Leveson ACM AAAI Allen Newell Award (1999)
Bruce Lindsay ACM Programming Systems and Languages Paper Award (1982)
Yunhao Liu ACM Presidential Award (2013)
Javier Lopez ACM Senior Member (2012)
Raymond A Lorie ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
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 Programming Systems and Languages Paper Award (1982)
Tao Mei ACM Distinguished Member (2016)
ACM Senior Member (2012)
Panagiotis Takis Metaxas ACM Senior Member (2009)
Jack Minker ACM AAAI Allen Newell Award (2005)
Outstanding Contribution to ACM Award (1985)
Trevor Mudge ACM-IEEE CS Eckert-Mauchly Award (2014)
Yale N. Patt ACM Karl V. Karlstrom Outstanding Educator Award (2000)
ACM-IEEE CS Eckert-Mauchly Award (1996)
David Patterson ACM-IEEE CS Eckert-Mauchly Award (2008)
ACM Distinguished Service Award (2007)
ACM Karl V. Karlstrom Outstanding Educator Award (1991)
Randy Pausch ACM Karl V. Karlstrom Outstanding Educator Award (2007)
Judea Pearl ACM A. M. Turing Award (2011)
ACM AAAI Allen Newell Award (2003)
Ron Perrott ACM Distinguished Service Award (2015)
Frank Pfenning ACM Senior Member (2007)
Andre Platzer ACM Doctoral Dissertation Award
Honorable Mention (2009) ACM Doctoral Dissertation Award
Honorable Mention (2009)
Thomas G Price ACM Programming Systems and Languages Paper Award (1982)
Raj Reddy ACM A. M. Turing Award (1994)
John C Reynolds ACM Programming Systems and Languages Paper Award (1971)
Dirk Riehle ACM Senior Member (2008)
Eric S Roberts ACM Karl V. Karlstrom Outstanding Educator Award (2012)
Joel Jose Rodrigues ACM Senior Member (2011)
Saul Rosen ACM Distinguished Service Award (1984)
Barbara Gershon Ryder ACM Presidential Award (2008)
Rizos Sakellariou ACM Senior Member (2015)
Hanan Samet ACM Paris Kanellakis Theory and Practice Award (2011)
Vijay Saraswat ACM Doctoral Dissertation Award (1989)
William L Scherlis ACM Senior Member (2009)
Marc Shapiro ACM Senior Member (2009)
Prashant J Shenoy ACM Distinguished Member (2009)
ACM Senior Member (2006)
Frank Shipman ACM Distinguished Member (2009)
Yoav Shoham ACM AAAI Allen Newell Award (2012)
Joseph Sifakis ACM A. M. Turing Award (2007)
Abraham Silberschatz ACM Karl V. Karlstrom Outstanding Educator Award (1998)
Kevin Skadron ACM Distinguished Member (2010)
ACM Senior Member (2007)
Jacob Slonim ACM Doctoral Dissertation Award (1980)
Richard T Snodgrass Outstanding Contribution to ACM Award (2004)
Diomidis Spinellis ACM Senior Member (2006)
Richard Stallman ACM Software System Award (2015)
ACM Grace Murray Hopper Award (1990)
John Stasko ACM Distinguished Member (2011)
ACM Senior Member (2011)
Giancarlo Succi ACM Senior Member (2008)
Subhash Suri ACM Distinguished Member (2007)
Ivan Sutherland ACM Software System Award (1993)
ACM A. M. Turing Award (1988)
Jeffrey Victor Sutherland ACM Senior Member (2009)
Andrew S. Tanenbaum ACM Karl V. Karlstrom Outstanding Educator Award (1994)
Robert W Taylor ACM Software System Award (1984)
Irv Traiger ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
ACM Programming Systems and Languages Paper Award (1971)
Allen Tucker Outstanding Contribution to ACM Award (1991)
Jeffrey D Ullman ACM Karl V. Karlstrom Outstanding Educator Award (1997)
Mateo Valero ACM Distinguished Service Award (2012)
ACM-IEEE CS Eckert-Mauchly Award (2007)
Moshe Y Vardi Outstanding Contribution to ACM Award (2009)
ACM Presidential Award (2008)
ACM Paris Kanellakis Theory and Practice Award (2005)
Sebastian Ventura ACM Senior Member (2013)
Jeffrey S Vetter ACM Distinguished Member (2012)
ACM Gordon Bell Prize
Performance (2010)
Yu Wang ACM Senior Member (2011)
Peter Wegner ACM Distinguished Service Award (2000)
Bruce W Weide ACM Senior Member (2009)
Edgar Weippl ACM Senior Member (2008)
John R. White ACM Presidential Award (2015)
Outstanding Contribution to ACM Award (1994)
Jennifer Widom ACM Athena Lecturer Award (2015)
Reinhard Wilhelm ACM Distinguished Service Award (2010)
Maurice V. Wilkes ACM-IEEE CS Eckert-Mauchly Award (1980)
ACM A. M. Turing Award (1967)
Jeannette M. Wing ACM Distinguished Service Award (2014)
Niklaus E Wirth ACM A. M. Turing Award (1984)
ACM Programming Systems and Languages Paper Award (1978)
Pierre Wolper ACM Paris Kanellakis Theory and Practice Award (2005)
Jie Wu ACM Senior Member (2006)
William A Wulf ACM Karl V. Karlstrom Outstanding Educator Award (2014)
ACM Distinguished Service Award (2011)
Qiang Yang ACM Distinguished Member (2011)
Bulent Yener ACM Senior Member (2013)
Feng Zhao ACM Distinguished Member (2006)
Yuanyuan Zhou ACM Distinguished Member (2011)
Albert Zomaya ACM Distinguished Member (2006)
Stuart Zweben Outstanding Contribution to ACM Award (1997)
Andries van Dam ACM Karl V. Karlstrom Outstanding Educator Award (1993)

First Name Last Name Paper Counts
Peter Denning 21
Adele Goldberg 18
William Dorn 9
Anthony Wasserman 8
Helen Ashman 6
Rachid Guerraoui 6
Andries Van Dam 6
Sparsh Mittal 6
Rajkumar Buyya 6
Peter Wegner 6
Jeffrey Vitter 5
Yannis Ioannidis 5
Jacques Cohen 5
Elliott Organick 5
Andrew Tanenbaum 5
Wendy Hall 4
Corrado Priami 4
Gonzalo Navarro 4
Albert Zomaya 4
James Fry 4
James Peterson 4
Pierpaolo Degano 4
Peter Lee 4
Rance Cleaveland 4
Fred Schneider 4
Jayadev Misra 4
Peter Wegner 4
Sameeullah Khan 4
Azriel Rosenfeld 4
Richard Muntz 4
Hanan Samet 4
Jens Palsberg 4
Narendra Ahuja 4
Brad Myers 4
Tamer Özsu 4
Gregory Andrews 4
Jeffrey Buzen 4
Luca Cardelli 4
Scott Smolka 4
Mohamed Fayad 4
Bruce Weide 3
Johnleslie King 3
Toby Teorey 3
Miroslaw Malek 3
David Schmidt 3
Charles Consel 3
Robert Rosin 3
Pankaj Agarwal 3
Nabil Adam 3
Abdullah Gani 3
Ingrid Carlbom 3
Avi Silberschatz 3
David Lilja 3
Dick Bulterman 3
Leslie Carr 3
Michael Bieber 3
Robyn Kozierok 3
Mark Harman 3
Cristina Nita-Rotaru 3
Werner Retschitzegger 3
Alberto Pettorossi 3
Patrick Cousot 3
Chris Hankin 3
Jonathan Grudin 3
Thomas Dean 3
Maurizio Proietti 3
John Stankovic 3
Michael, Loui 3
John Rice 3
Emil Lupu 3
Marvin Zelkowitz 3
Udo Pooch 3
Garth Gibson 3
Mahadevan Ganapathi 3
Jon Doyle 3
Raghu Ramakrishnan 3
Dirk Riehle 3
George Nagy 3
Alexander Thomasian 3
Laurie Damianos 3
Zimu Zhou 3
Carlo Furia 3
Henry Ledgard 3
Hanne Nielson 3
Flemming Nielson 3
Roberto Tamassia 3
Randy Katz 3
Frank Manola 3
Jacques Noyé 3
Ben Shneiderman 3
Isabel Cruz 3
Joseph Pasquale 3
Roberto Gorrieri 3
David De Roure 3
Michael Marcotty 3
Zvi Galil* 2
David Maier 2
Jan Heering 2
Guillaume Pierre 2
Pieter Hartel 2
William Stallings 2
Carlo Batini 2
Renaud Marlet 2
Nic Volanschi 2
Philip YU 2
Michael Leuschel 2
Henry Korth 2
Tiziana Margaria 2
Ephraim Glinert 2
Philippe Codognet 2
Ouri Wolfson 2
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Tarandeep Kaur 1
Renato Mancuso 1
Edson Scalabrin 1
Ingrid Verbauwhede 1
Stefan Marr 1
Chenghsin Hsu 1
Max Mühlhäuser 1
Anirban Mukhopadhyay 1
Ujjwal Maulik 1
Donal O'Mahony 1
Mehdi Sookhak 1
Xiaofang Liu 1
Yuejiao Gong 1
Sandeep Purao 1
Vijay Vaishnavi 1
William Martin 1
Alfred Aho 1
Michael McTear 1
Nevin Hentze 1
Yechiam Yemini 1
Jennifer Klein, J 1
Alejandro Frery 1
José Marroquín 1
Martin Stytz 1
Ophir Frieder 1
Reuven Bar-Yehuda 1
Keren Bendel 1
Odemir Bruno 1
Author index 1
M Kherfi 1
A Bernardi 1
Andrea Maurino 1
Marco Mesiti 1
Gunter Saake 1
Maozhen Li 1
T Dinesh 1
Susan Davidson 1
Rui Chen 1
Wen Gao 1
Torben Mogensen 1
Paola Mello 1
Sandro Etalle 1
Moreno Falaschi 1
Akihiko Takano 1
Masato Takeichi 1
Randal Bryant 1
Amit Sheth 1
Berl Hartman 1
Fred Carter 1
Margaret Eich 1
Paul Suetens 1
Marvin Paull 1
Abraham Waksman 1
Lydia Kavraki 1
Govind Sharma 1
Dinesh Manocha 1
Lucas Bordeaux 1
Bernhard Westfechtel 1
Alexis Kirke 1
Scott Davidson 1
Joan Peckham 1
Philip Enslow 1
Tzilla Elrad 1
Ian Holland 1
Jason Dedrick 1
Michael Mattsson 1
Teresa Gonçalves 1
Alejandra Garrido 1
Jagdish Bansiya 1
Richard Igou 1
Ezra Ebner 1
Rolf Knoll 1
Dilip Patel 1
Volker Luckas 1
Jørgen Knudsen 1
Jurgen Koch 1
Alba De Melo 1
Bernhard Eschermann 1
Peter Soderquist 1
Hussein Abdel-Wahab 1
Jaideep Vaidya 1
Marco Platania 1
Yair Amir 1
Xin Li 1
Daniel Borrajo 1
Ivan Serina 1
Nadir Shah 1
Fanxin Kong 1
René Mayrhofer 1
Bernhard Rinner 1
Ina Schaefer 1
Alessandra De Paola 1
Richard Wheeler 1
Fred Douglis 1
Robert Soulé 1
Natalia Rodríguez 1
Manuel Cuéllar 1
Xiaowei Li 1
Christian Sommer 1
Gianluigi Zavattaro 1
Luiz Coletta 1
Stefan Katzenbeisser 1
Edgar Weippl 1
Fabrício Silva 1
Nizar Mabroukeh 1
Christie Ezeife 1
Mario Cannataro 1
Sarah Diesburg 1
Vijay Gurbani 1
Wei Wang 1
Teckchaw Ling 1
Johan Fabry 1
Yago Diez 1
Xavier Lladó 1
Martin Woodward 1
Gondy Leroy 1
Robert Keller 1
Michael Blasgen 1
Floarea Serban 1
Joaquin Vanschoren 1
Ramon Ferrús 1
Huaiyu Liu 1
Carlos Agon 1
YiZhi Zhao 1
Maode Ma 1
Dorina Petriu 1
Srdjan Čapkun 1
Sasu Tarkoma 1
Funmilade Faniyi 1
Árpád Beszédes 1
Konsta Karsisto 1
Andre Dolenc 1
Tibor Gyimóthy 1
Claudio Ardagna 1
Ernesto Damiani 1
Hyejeong Hong 1
Jie Zhang 1
Xin Yao 1
Runhe Huang 1
Costas Goutis 1
Susan Lomax 1
Marcel Campen 1
María Acevedo-Mosqueda 1
Marco Acevedo-Mosqueda 1
Christina Hebert 1
Chetan Mutha 1
Ignacio Aedo 1
Jianhua Feng 1
Yong Rui 1
Qi Tian 1
Deborah Hix 1
Richard Stallman 1
Matthew Farrens 1
Scott Kohn 1
Darren Vengroff 1
William Newman 1
José Blakeley 1
Elias Houstis 1
Lynn Stein 1
Shamim Naqvi 1
G Wise 1
James Coplien 1
Michael Goodrich 1
Thomas Henzinger 1
Richard DeMillo 1
Shlomo Zilberstein 1
Rocco De Nicola 1
David Lomet 1
Jack Wileden 1
Mahadev Satyanarayanan 1
Giuseppe Cattaneo 1
Jing Ma 1
Muffy Calder 1
Mike Fraser 1
Venkatraman Balasubramanian 1
Daniela Giorgi 1
Constantin Halatsis 1
John Villasenor 1
Philip Leong 1
Mary Bailey 1
Jacques De Kergommeaux 1
Cecil Smith 1
Amir Yahyavi 1
Sherif Sakr 1
Mieke Massink 1
Pierluigi Plebani 1
Salima Benrernou 1
J Quinlan 1
Alyn Rockwood 1
Arie Kaufman 1
Lee Hollaar 1
Donald House 1
Patrick Valduriez 1
Alan Watt 1
M Fitzgerald 1
Vladimir Estivill-Castro 1
Yimin Yang 1
Yongcai Wang 1
Kaveh Hassani 1
Wonsook Lee 1
Rizos Sakellariou 1
Luke Deshotels 1
Joseph Gardiner 1
Neena Imam 1
Jorge Blasco 1
Thomas Chen 1
Yi Chang 1
Radivoje Vasiljevic 1
Ramón Beivide 1
Mateo Valero 1
Irene Moser 1
Bradley Reaves 1
Jiang Xiao 1
Sangho Lee 1
Mingwei Shih 1
Ruggero Labati 1
Enrique Muñoz 1
Shadi Khalifa 1
Kiran Sundaravarathan 1
Yunhao Liu 1
Subir Ghosh 1
Pierre Jouvelot 1
Roberto Vezzani 1
Vittorio Illiano 1
Gaurav Jaswal 1
Gregory Madey 1
Ahmed Alhammad 1
Jason Alexander 1
Jean Barthès 1
Chau Yuen 1
Tom Van Cutsem 1
Wolfgang De Meuter 1
Shu Shi 1
Beomheyn Kim 1
Sukwon Oh 1
Diarmuid Coileain 1
Tongwei Chua 1
An Wang 1
Christine Parent 1
Yuanyuan Zhou 1
Chiara Renso 1
Natalia Andrienko 1
Erkki Harjula 1
Mardé Helbig 1
Pietro Torasso 1
Stephen Allan 1
Vicki Allan 1
Matthew, Ginsberg 1
Robert Fenichel 1
Aaron Ceglar 1
Liba Svobodová 1
Jerome Friedman 1
Riccardo Mattolini 1
Caxton Foster 1
C Price 1
Geoff Dowling 1
Franz Aurenhammer 1
Rajeev Rastogi 1
Michael Korcuska 1
Rossella Petreschi 1
Pawan Goyal 1
Harrick Vin 1
Donald Kossmann 1
Peter Müller 1
Yves Younan 1
Gianpaolo Cugola 1
Syed Islam 1
Robyn Owens 1
Christiane Floyd 1
Aline Viana 1
Junaid Arshad 1
Paul Townend 1
Maren Lenk 1
Carlos Coello 1
Koichi Takeda 1
Bandula Abeysundara 1
C Jay 1
Dilip Sarkar 1
Jenny Preece 1
Sargur Srihari 1
David Taylor 1
Ranjit Jhala 1
Peter Tescher 1
Ramesh Jain 1
David Patterson 1
Kingshan Lui 1
Suleyman Uludag 1
Anna Formica 1
Mongi Abidi 1
Jose Onieva 1
Javier López 1
Michel Fortier 1
Fred Weingarten 1
Martin Fischler 1
Kimberly Tam 1
Ali Feizollah 1
Lorenzo Cavallaro 1
Israel Koren 1
Victor Martinez 1
Orcun Cetin 1
G Pavai 1
Ravinder Chandhok 1
Laurent Andrey 1
Asha Vellaikal 1
Yatin Chawathe 1
Ann Michaels 1
Peter Schwarz 1
Vangelis Paschos 1
Saul Rosen 1
Prasant Mohapatra 1
James Horning 1
Jean Puget 1
Flavio Esposito 1
Ibrahim Matta 1
Raphael Finkel 1
Xavier Vera 1
Dennis Tsichritzis 1
Lynn McKell 1
Harry Mairson 1
Alexander Shvartsman 1
John Worthmann 1
Vincenzo De Florio 1
Jurij Šilc 1
Borut Robič 1
Brent Carlson 1
Tullio Vernazza 1
Francisco Rosa 1
Bernard Moulin 1
C Suresh 1
C Yen 1
George Weinert 1
Riccardo Capobianchi 1
Weitek Tsai 1
Muhammad Imran 1
Jens Krinke 1
Jian Chang 1
Krishna Venkatasubramanian 1
Anirban Basu 1
Chongwah Ngo 1
Maria Indrawan 1
Syed Hussain 1
Carmelo Ardito 1
Irving Paputungan 1
Zheng Yang 1
Xinglin Zhang 1
Bernhard Fechner 1
Ferran Roure 1
Kalpesh Kapoor 1
Xiaoguang Qi 1
Herbert Hecht 1
Tobias Bjerregaard 1
Leandro De Carvalho 1
Sape Mullender 1
Cigdem Sengul 1
Aline Viana 1
Meng Wang 1
Xiansheng Hua 1
Johan Garcia 1
Mic Bowman 1
Francis Chang 1
Luca Foschini 1
Sasikanth Avancha 1
Amit Baxi 1
Lucian Ilie 1
Roger Crouch 1
Antonin Beaujeant 1
Aphrodite Tsalgatidou 1
Yu Xiao 1
Thomas Clancy 1
Henrique Madeira 1
Sena Cebeci 1
Rasool Asal 1
Hyunyul Lim 1
Aleksandar Milenkoski 1
Alberto Avritzer 1
Alexander Pokluda 1
André Platzer 1
Simone Faro 1
Mehdi Saeedi 1
Gul Agha 1
Alan Mycroft 1
P Benton 1
Matthias Felleisen 1
Joel Aron 1
Thomas Eiter 1
Christian Böhm 1
Thomas, Malone 1
Ari Freund 1
Ricardo Fabbri 1
Gary Nutt 1
Frederick Weinhaus 1
Irving Wendel 1
Norman Badler 1
Wesley Johnston 1
Óscar Ibáñez 1
Miguel Botella 1
Alsayed Algergawy 1
Giovanni Cantone 1
Laurie Mcleod 1
Stephen MacDonell 1
Anderson Rocha 1
Manuel Wimmer 1
Fariba Sadri 1
James Howison 1
José Pino 1
Christopher Kruegel 1
James Goulding 1
Francesco Ranzato 1
Yannis Vassiliou 1
João Cardoso 1
Sandrine Blazy 1
Maurizio Gabbrieli 1
Germán Vidal 1
Mengchi Liu 1
Morrie Gasser 1
Zhenjiang Hu 1
Douglas Keenan 1
Ralf Steinbruggen 1
J and 1
Edward Barkmeyer 1
Leo Mark 1
Ali Mili 1
William Schucany 1
Bernard Elspas 1
Guido Gryczan 1
Francesco Marcelloni 1
Bedir Tekinerdoğan 1
Verlyn Johnson 1
Michael Koch 1
Jean Jézéquel 1
James Hu 1
Danny Sorensen 1
Sebastian Werner 1
Siqing Zheng 1
Javier Navaridas 1
Ernest Foo 1
Desmond Schmidt 1
Seyit Çamtepe 1
Michał Ren 1
Bianca Baldacci 1
Dong Qiu 1
Hareton Leung 1
Hongyi Yao 1
Athanasios Vasilakos 1
Pierre Akiki 1
Shahbaz Abid 1
Mazliza Othman 1
Yaoyi Chiang 1
Christian Kästner 1
Gunter Saake 1
Marco Ortolani 1
Yves Paindaveine 1
Berdenia Stanley 1
Laurent Lefèvre 1
Luís Caires 1
Junbin Liang 1
Tao Li 1
Salman Khwaja 1
Jie Wu 1
Muhammad Alam 1
Richard Brooks 1
Riccardo Coppola 1
Maurizio Morisio 1
Hiranava Das 1
Lionel Ni 1
Étienne Rivière 1
Meng Xu 1
Gianluca Sforza 1
Ian Goldberg 1
Patrick Martin 1
Mark Nixon 1
Andrea Bellucci 1
Dongzhe Ma 1
George Loukas 1
Timo Koskela 1
Otso Kassinen 1
Sai Wu 1
David Waltz 1
Ruzena Bajcsy 1
William Clancey 1
Randall Lee 1
Vladimir Lifschitz 1
David Rice 1
H Christiaen 1
Stefan Podlipnig 1
Dong Zheng 1
Abdulmotaleb El Saddik 1
Clifford Rose 1
Pierfrancesco Bellini 1
Robin Williams 1
M Elphick 1
David Johnson 1
María Serna 1
ShinFu Chang 1
Charles Wetherell 1
Edward Fox 1
Jack Dennis 1
Ana Maguitman 1
John Hatcliff 1
Erhard Nullmeier 1
Edward Frank 1
Michael Franz 1
Thomas Aden 1
Tobias Schreck 1
Aryya Gangopadhyay 1
Wei Jie 1
John Aycock 1
H Du 1
Idit Keidar 1
Khushro Shahookar 1
Ronald Prather 1
Suzanne Pawlowski 1
Sengphil Hong 1
Won Kim 1
Tim Harris 1
Uday Reddy 1
David Mount 1
Dimitris Metaxas 1
S Muthukrishnan 1
Jack Snoeyink 1
Herbert Edelsbrunner 1
John Hershberger 1
Omar Javed 1
Lintao Zhang 1
Stanley Habib 1
Wesley Clark 1
Omran Bukhres 1
Gio Wiederhold 1
Richard Hull 1
Craig Chambers 1
Howard Shrobe 1
Bent Thomsen 1
William Older 1
Barbara Blaustein 1
Cliff Jones 1
Robert Todd 1
Andrew Black 1
Kevin Jeffay 1
William Mckeeman 1
Jacob Slonim 1
Rajeev Alur 1
Gerard Holzmann 1
Stuart Shieber 1
Boris Magnusson 1
Edward Miller 1
Carla Ellis 1
Pasquale Malacaria 1
Hartmut Ehrig 1
Susanne Albers 1
Alastair Donaldson 1
Steven Derose 1
Douglas Engelbart 1
Soumen Chakrabarti 1
Alan Smeaton 1
Siegfried Reich 1
Gail Reynard 1
Steve Benford 1
Janet Verbyla 1
Jake Aggarwal 1
Jean Guillaume 1
Gian Picco 1
Uday Khedker 1
Ruian Duan 1
Paula Branco 1
Vincenzo Piuri 1
Fabio Scotti 1
Fahim Imam 1
Boris Velichkovsky 1
Jens Helmert 1
Zheng Yang 1
Pablo Castro 1
Daqing Zhang 1
Karim Barkati 1
Ruiyang Wu 1
Mukesh Saini 1
Abdulhameed Alelaiwi 1
Xinyu Jin 1
Pattie Maes 1
Ravinder Nath 1
Emerson Xavier 1
Vanderson Botêlho 1
Otto Lessing 1
Tariq Jadoon 1
Mattias De Wael 1
Bruno De Fraine 1
Shankar Karuppayah 1
Piotr Chołda 1
Zhixian Yan 1
Tianyin Xu 1
Vânia Bogorny 1
Tom Van Cutsem 1
Wanita Sherchan 1
Surya Nepal 1
Daniel Lázaro 1
Simon Fleming 1
Doron Tauber 1
Stephen Kelley 1
Jiajun Liu 1
Yves Robert 1
Eftychia Fotiadou 1
Nikos Nikolaidis 1
Christian Herdin 1
Joel Rodrigues 1
Chao Chen 1
György Wersényi 1
Daniel Rodríguez 1
Rita Cucchiara 1
Shijin Zhang 1
Tianshi Chen 1
Niki Pissinou 1
Francisco Ariza López 1
Roy Shilkrot 1
Suranga Nanayakkara 1
Roel Peeters 1
Naveed Hassan 1
Mathias Fischer 1
Sanghamitra Bandyopadhyay 1
Chen Wang 1
Alejandro Metke-Jimenez 1
Jun Zhang 1
Lamia Elabed 1
Nikos Pelekis 1
Carlos Castillo 1
Sarah Vieweg 1
Wolfgang De Meuter 1
David Clark 1
Insup Lee 1
Ahmad Hani 1
Mohd Hassan 1
Eva Gibaja 1
Sebastián Ventura 1
Arpan Roy 1
Dimitrios Rodopoulos 1
Robert Hierons 1
Kirill Bogdanov 1
E Jensen 1
Suhas Patil 1
Shankar Mahadevan 1
Mohammad Manshaei 1
Shlomo Weiss 1
Boldizsár Bencsáth 1
Pedro Inácio 1
Ann Gordon-Ross 1
P Oorschot 1
Luca Cittadini 1
Anna Brunstrom 1
Dong Zhou 1
Georg Gottlob 1
Edgar Chávez 1
Stefan Berchtold 1
Peter Urban 1
Hyacinth Nwana 1
Dan Bernard 1
C Verruijt 1
Djemel Ziou 1
Óscar Cordón 1
Rick Kazman 1
Walter Scheirer 1
Torsten Anders 1
Kangning