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Optimization of Complex Dataflows with User-Defined Functions

In many fields, recent years have brought a sharp rise in the size of the data to be analyzed and the complexity of the analysis to be performed. Such... (more)

Searchable Symmetric Encryption

Searchable Symmetric Encryption (SSE) when deployed in the cloud allows one to query encrypted data without the risk of data leakage. Despite the widespread interest, existing surveys do not examine in detail how SSE’s underlying structures are designed and how these result in the many properties of a SSE scheme. This is the gap we seek to... (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
Arabic Online Handwriting Recognition (AOHR): A Survey

This article comprehensively surveys Arabic Online Handwriting Recognition (AOHR). We address the challenges posed by online handwriting recognition including ligatures, dots and diacritic problems, online/offline touching of text, and geometric variations. Then, we present a general model of AOHR system that incorporates the different phases of an AOHR system. We summarize the main AOHR databases and identify their uses and limitations. Preprocessing techniques that are used in AOHR, viz. normalization, smoothing, de-hooking, baseline identification, and delayed stroke processing, are presented with illustrative examples. We discuss different techniques for Arabic online handwriting segmentation at the character and morpheme levels and identify their limitations. Feature extraction techniques that are used in AOHR are discussed and their challenges identified. We address the classification techniques of non-cursive (characters and digits) and cursive Arabic online handwriting and analyze their applications. We discuss different classification techniques, viz. structural approaches, SVM, Fuzzy SVM, Neural Networks, HMM, Genetic algorithms, decision trees, and rule-based systems, and analyze their performance. Post-processing techniques are also discussed. Several tables that summarize the surveyed publications are provided for ease of reference and comparison. In the conclusions, we summarize the current limitations and difficulties of AOHR, and future directions of research.

Data Science: A Comprehensive Overview

The twenty-first century has ushered in the age of data economy, in which data DNA becomes an intrinsic constituent of all data-based organisms and carries important knowledge and insights. An appropriate understanding of data DNA and their organisms relies on a new field: data science and its keystone analytics. Although it is widely debated whether big data is a hype and buzz and data science is at its very early phase, significant challenges and opportunities are emerging or inspired from the research, innovation, business and education of data science and analytics. This paper provides a comprehensive survey and tutorial of fundamental aspects of data science and analytics: the evolution from data analysis to data science, the data science concepts, a big picture of the era of data science, major challenges and directions in data innovation, the nature of data analytics, new industrialization and service opportunities in data economy, profession and competency of data education, and typical pitfalls in data science. This article serves as the first in the field to draw a comprehensive big picture, in addition to rich observations, lessons and thinking about data science and analytics.

Non GPS Positioning Systems: A Survey

An enormous amount of research has been conducted in the area of positioning systems and thus it calls for a detailed literature review of recent localization systems. This paper focuses on recent developments of non-Global Positioning System (GPS) localization/positioning systems. We have presented a new hierarchical method to classify various positioning systems. A comprehensive performance comparison of the techniques and technologies against multiple performance metrics along with the limitations is presented. A few indoor positioning systems have emerged as more successful in particular application environments than others, which are presented at the end.

Systems Applications of Social Networks

The aim of this article is to provide an understanding of social networks as a useful addition to the standard tool-box of techniques used by system designers. To this end, we give examples of how data about social links have been collected and used in different application contexts. We develop a broad taxonomy-based overview of common properties of social networks, review how they might be used in different applications, and point out potential pitfalls where appropriate. We propose a framework, distinguishing between two main types of social network-based user selection  personalised user selection which identifies target users who may be relevant for a given source node, using the social network around the source as a context, and generic user selection or group delimitation, which filters for a set of users who satisfy a set of application requirements based on their social properties. Using this framework, we survey applications of social networks in three typical kinds of application scenarios: recommender systems, content-sharing systems (e.g., P2P or video streaming), and systems which defend against users who abuse the system (e.g., spam or sybil attacks). In each case, we discuss potential directions for future research that involve using social network properties.

Searching the Web of Things: State of the Art, Challenges and Solutions

Technological advances allow more physical objects to connect to the Internet and provide their services on the Web as resources. Search engines are the key to fully utilize this emerging Web of Things, as they bridge users and applications with resources needed for their operation. Developing these systems is challenging due to the diversity of Web of Things resources that they work with. Each combination of resources in query resolution process requires a different type of search engine with its own technical challenges and usage scenarios. This diversity complicates both the development of new systems and assessment of the state of the art. In this article, we present a systematic survey on Web of Things Search Engines (WoTSE), focusing on the diversity in forms of these systems. We collect and analyze over 200 related academic works to build a flexible conceptual model for WoTSE. We develop an analytical framework on this model to review the development of the field and its current status, reflected by 30 representative works in the area. We conclude our survey with a discussion on open issues to bridge the gap between the existing progress and an ideal WoTSE.

A Classification of Locality in Network Research

Locality of information is a major concern for the design of distributed algorithms. With the LOCAL model, theoretical research already established a common model of locality that has gained little practical relevance. As a result, practical research de facto lacks any common locality model. The only common denominator among practitioners is that a local algorithm is distributed with a limited scope of interaction. This paper closes the gap by introducing four practically motivated classes of locality that successively weaken the strict requirements of the LOCAL model. These classes are applied to categorize and to survey 32 local algorithms from nine different application domains. A detailed comparison shows the practicality of the classification and provides interesting insights. For example, the majority of algorithms limit the scope of interaction to at most two hops, independent of their locality class. Moreover, the application domain of algorithms tends to influence their degree of locality.

Metrics for Community Analysis: A Survey

Detecting and analyzing dense groups or communities from social and information networks has attracted immense attention over last one decade due to its enormous applicability in different domains. Community detection is an ill-defined problem, as the nature of the communities is not known in advance. The problem has turned out to be even complicated due to the fact that communities emerge in the network in various forms - disjoint, overlapping, hierarchical etc. Various heuristics have been proposed depending upon the applications in hand. All these heuristics have been materialized in the form of new metrics, which in most cases are used as optimization functions for detecting the community structure, or provide an indication of the goodness of detected communities during evaluation. There arises a need for an organized and detailed survey of the metrics proposed with respect to community detection and evaluation. This paper presents a detailed discussion of the state-of-the-art metrics used for the detection and the evaluation of community structure. Finally, experiments are conducted on synthetic and real networks to present a comparative analysis of these metrics in measuring the goodness of the detected community structure.

Bibliometrics

Publication Years 1969-2017
Publication Count 1612
Citation Count 49025
Available for Download 1612
Downloads (6 weeks) 23131
Downloads (12 Months) 203894
Downloads (cumulative) 3129256
Average downloads per article 1941
Average citations per article 30
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 Karl V. Karlstrom Outstanding Educator Award (2016)
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 Athena Lecturer Award (2017)
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)
Sherif Sakr ACM Senior Member (2017)
Hanan Samet ACM Paris Kanellakis Theory and Practice Award (2011)
Vijay Saraswat ACM Doctoral Dissertation Award (1989)
Mahadev Satyanarayanan ACM Software System Award (2016)
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)
Bent Thomsen ACM Senior Member (2016)
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
Sparsh Mittal 7
Helen Ashman 6
Rachid Guerraoui 6
Andries Van Dam 6
Rajkumar Buyya 6
Peter Wegner 6
Jeffrey Vitter 5
Yannis Ioannidis 5
Jacques Cohen 5
Elliott Organick 5
Andrew Tanenbaum 5
Rance Cleaveland 4
Peter Lee 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
Gonzalo Navarro 4
Corrado Priami 4
Mohamed Fayad 4
Wendy Hall 4
Albert Zomaya 4
James Peterson 4
James Fry 4
Pierpaolo Degano 4
Fred Schneider 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
Thomas Dean 3
Jonathan Grudin 3
Maurizio Proietti 3
John Rice 3
John Stankovic 3
Michael, Loui 3
Azzedine Boukerche 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
Sundaraja Iyengar 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
Carl Gunter 2
Arun Ross 2
Victor Lesser 2
Douglas Comer 2
Clement Yu 2
Aristides Requicha 2
Zvi Galil* 2
David Maier 2
Guillaume Pierre 2
Pieter Hartel 2
William Stallings 2
Jan Heering 2
Carlo Batini 2
Renaud Marlet 2
Nic Volanschi 2
Philip YU 2
Michael Leuschel 2
Ephraim Glinert 2
Tiziana Margaria 2
Philippe Codognet 2
Alberto Marchetti-Spaccamela 2
Mary Rosson 2
Betty Salzberg 2
Henry Korth 2
Ouri Wolfson 2
Dino Mandrioli 2
Martha Larson 2
Sigmund Gorski 2
Peter Larsen 2
Patricia Lago 2
CÉcile Paris 2
Robbert Van Renesse 2
Richard Bird 2
Marjan Mernik 2
Mark Truran 2
David Kotz 2
Zhiwen Yu 2
Thierry Lecroq 2
Hector Levesque 2
Claudio Carpineto 2
Giuseppe Italiano 2
Jim Woodcock 2
Mohammed Bennamoun 2
Jim Kurose 2
Antônio Loureiro 2
Fred Maryanski 2
Michael Hanus 2
Edward Reingold 2
John Hatcliff 2
William Wulf 2
Charles Fischer 2
Chittoor Ramamoorthy 2
Jeffrey Ullman 2
Goetz Graefe 2
Eduardo Hruschka 2
Allen Tucker 2
Angelo Morzenti 2
Lynette Hirschman 2
Edgar Sibley 2
Robert Sedgewick 2
Niki Pissinou 2
Nathan Goodman 2
Abdelhamid Bouchachia 2
Lawrence Dowdy 2
Derrell Foster 2
Won Kim 2
Thomas Moran 2
Lester Lipsky 2
Frederick Lochovsky 2
Pascal Felber 2
Subrata Dasgupta 2
Wolfgang Klas 2
Paul Hudak 2
John Gallagher 2
Subhash Suri 2
James Michener 2
Robert Harper 2
Douglas Schmidt 2
Steve Bryson 2
Bernhard Steffen 2
Vijay Saraswat 2
João Gama 2
Joseph Sifakis 2
Ugo Montanari 2
Howard Wactlar 2
Francis Sullivan 2
Charles Hoare 2
Juris Hartmanis 2
Kevin Mills 2
Leon Osterweil 2
Lionel Ni 2
Walter Kohler 2
Brian Davison 2
Sungho Kang 2
Zhiqiang Lin 2
Thomas Dietterich 2
Alistair Moffat 2
Kenneth Kraemer 2
Gary Leavens 2
Yonathan Bard 2
Klara Nahrstedt 2
Ricardo Baeza-Yates 2
Cinzia Cappiello 2
Luke Hornof 2
Dana Angluin 2
Leon Presser 2
Norman Meyrowitz 2
H Li 2
James Foley 2
Malvin Kalos 2
Faron Moller 2
Pierre Wolper 2
Theodor Nelson 2
Harri Oinas-Kukkonen 2
Gustavo Rossi 2
Wayne Citrin 2
Robert Jacob 2
James Hollan 2
Trevor Mudge 2
Katia Sycara 2
Sajjad Madani 2
William Enck 2
Fatima Nunes 2
John Derrick 2
Umesh Bellur 2
Andrzej Jajszczyk 2
Michael Franz 2
Raymond Yeh 2
Christos Faloutsos 2
Sivan Toledo 2
Axel Jantsch 2
Alexander Gluhak 2
Andrew Newell 2
Justin Zobel 2
Giovanni Romano 2
Natarajan Shankar 2
Bruce Leverett 2
Eduardofreire Nakamura 2
Alan Feuer 2
Dennis Volpano 2
Olivier Danvy 2
Julia Lawall 2
Matthias Jarke 2
Barbara Ryder 2
George Cybenko 2
Sushil Jajodia 2
Mehmet Akşit 2
Pascal Van Hentenryck 2
Yale Patt 2
Quan Sheng 2
John Wilkes 2
Andy Cockburn 2
Albert Bifet 2
Chunyan Miao 2
Sarvnaz Karimi 2
Kotagiri Ramamohanarao 2
Jean Hubaux 2
Levente Buttyán 2
Maxime Crochemore 2
John Roddick 2
Ronald Brachman 2
Gary Sockut 2
Frank Piessens 2
Michael Wellman 2
Siba Mohanty 2
Patrick Hall 2
Narain Gehani 2
Donald Knuth 2
Ann Fitzsimmons 2
Tom Love 2
Erik Sandewall 2
Krithi Ramamritham 2
Fabio Vitali 2
Ivona Brandić 2
Dale Miller 2
Edmund Clarke 2
Jeannette Wing 2
Kim Bruce 2
Daniel Schwabe 2
Jeffrey Kurtz 2
Charu Aggarwal 2
Anne Kermarrec 2
James Stanier 2
Francky Catthoor 2
William Smyth 2
Cornelia Fermüller 2
John Fitzgerald 2
Hans Gellersen 2
Shishir Nagaraja 2
Jonathan Walpole 2
James Church 2
Robert Sproull 2
Asuman Dogac 2
Rosemary Simpson 2
Abraham Silberschatz 2
C Hoare 2
Catherine McGeoch 2
George Lueker 2
Daniel Le Métayer 2
Philip Treleaven 2
Alan Burns 2
Scott Thibault 2
Richard Millar 2
Laura Lafave 2
Lori Clarke 2
Karl Lieberherr 2
David Brailsford 2
Stephen Taylor 2
Fabio Crestani 2
Kevin Martin 2
Brian Randell 2
Davide Brugali 2
Peter Triantafillou 2
Jochen Huber 2
Hafedh Mili 2
Matteo Rossi 2
Philip Bernstein 2
Alípio Jorge 2
Boualem Benatallah 2
Giuseppe Anastasi 2
Michael Mannino 2
Dennis Severance 2
Ronald Loui 2
Bruce Schachter 2
David Embley 2
Maarten Van Steen 2
Simon Kasif 2
Elisha Sacks 2
Joseph Paciorek 2
Jürg Nievergelt 2
Andrew Turpin 2
Jörg Rothe 2
Benjamin Bustos 2
Daniel Keim 2
Philip Wadler 2
André Schiper 2
Gerti Kappel 2
Eduardo Miranda 2
Kevin Crowston 2
Gilles Muller 2
William Kent 2
Richard Snodgrass 2
Carl Landwehr 2
John Hennessy 2
John Mitchell 2
Alexander Brodsky 2
Ahmed Elmagarmid 2
Kenneth Neves 2
Tiziana Catarci 2
Serge Demeyer 2
Sitharama Iyengar 2
Inderveer Chana 2
Andreas Bulling 2
Henrik Pilegaard 1
Yimin Wang 1
Mario Gonzalez 1
David Redmiles 1
Carlos Chesñevar 1
T Dolotta 1
Changhai Nie 1
Fatiha Zaïdi 1
Arantza Illarramendi 1
Ishfaq Ahmad 1
John Quarterman 1
Weiyi Meng 1
Yasushi Saito 1
Marc Shapiro 1
David Alberts 1
Prashant Shenoy 1
Christine Tomlinson 1
Phillip Conrad 1
Paul Amer 1
Tanusree Pai 1
William Tolone 1
Gailjoon Ahn 1
David Hsaio 1
Wenyi Zhao 1
Gábor Erdélyi 1
James Baker 1
Mischa Schwartz 1
Dejan Vranić 1
Henri Bal 1
Paolo Ciancarini 1
David Gilbert 1
Paolo Santi 1
Stephanos Androutsellis-Theotokis 1
Errata 1
Roger Chin 1
Samuel Chanson 1
Fernando Navarro 1
Matthew Parris 1
Theodoor Scholte 1
Qing Li 1
Linda Kieffer 1
Elisabeth André 1
Karoline Malmkjær 1
Carol Terry 1
Dror Rawitz 1
David Garlan 1
Ron Cytron 1
Jan Groote 1
Owen Astrachan 1
John Stasko 1
Barbara Grosz 1
Mehmet Dincbas 1
Eugene Freuder 1
Hans Schek 1
Scot Drysdale 1
Gary Strong 1
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Gopal Gupta 1
Ehud Shapiro 1
William Robinson 1
Roberto Giacobazzi 1
Suresh Jagannathan 1
Ira Cotton 1
Eran Gal 1
Kang Shin 1
E Fernandez 1
Mitchell Harris 1
Stanisław Osiński 1
Richi Nayak 1
Bang Wang 1
Tomáš Skopal 1
Mark Leone 1
Markus Weinhardt 1
Philippe Facon 1
Anna Ciampolini 1
Konstantinos Sagonas 1
María Alpuente 1
P Plauger 1
Yongkoo Hwang 1
Rick Cattell 1
Chinwan Chung 1
Karl Levitt 1
Jeffrey Scofield 1
Alan Shaw 1
Brian Mirtich 1
Leonidas Guibas 1
Michael Isard 1
James Muir 1
T Baker 1
Boriana Koleva 1
Ian Taylor 1
Katherine Compton 1
Emiliano Casalicchio 1
Konstantinos Morfonios 1
Mary Shaw 1
Robin Abraham 1
Margaret Burnett 1
Joseph Lawrance 1
Kathleen Mcgill 1
Barbara Pernici 1
Sherali Zeadally 1
Dawoud Dawoud 1
Tao Peng 1
François Bancilhon 1
Panagiotis Metaxas 1
Jack Mills 1
Richard Rasala 1
David Kurlander 1
Jeffrey Vitter 1
Robert Paige 1
Pierre Cointe 1
Marco Schneider 1
William Choi 1
Aaron Harwood 1
Robert Yung 1
Marco Bernardo 1
Donald Sannella 1
Hans Wirth 1
Leila De Floriani 1
Dennis Shasha 1
Piero Fraternali 1
Iain Campbell 1
Bruce Maggs 1
Vijay Chandru 1
Henry Dietz 1
Benjamin Goldberg 1
Craig Wills 1
Moshe Vardi 1
Yuichi Nakamura 1
Michele Missikoff 1
Swaminathan Sivasubramanian 1
Marvin Tharp 1
Arthur Veen 1
Jiří Wiedermann 1
Ihab Ilyas 1
Joseph Shang 1
Patrick Flynn 1
Ronald Perrott 1
Guy Blelloch 1
Marshall McKusick 1
Michael Wolfe 1
D Allison 1
Tim Bell 1
Derick Wood 1
Jaume Abella 1
William Taggart 1
Besma Abidi 1
Cheesun Liew 1
Malcolm Atkinson 1
Michelle Galea 1
Faisalshah Khan 1
Virginie Schaal 1
Mike Daily 1
Alexander Hauptmann 1
Sarah Ferguson 1
Cynthia Romer 1
Eric Brewer 1
Kristin Wright 1
Ketan Mayer-Patel 1
Robert Taylor 1
Benjamin Mittman 1
George Broomell 1
John Heath 1
Anita Jones 1
D Reddy 1
Nathan Relles 1
Jean Baer 1
Johndan Johnson-Eilola 1
Gabriel Kuper 1
Kate Smith-Miles 1
Felix Naumann 1
Stephen Barnard 1
Harald Vranken 1
Ilche Georgievski 1
Matthias Diener 1
Tyler Moore 1
Marvin Israel 1
Paul Van Oorschot 1
Benoît Baudry 1
Syaheerah Lutfi 1
Xingshe Zhou 1
Ayman Abaza 1
Manuel Rodriguez 1
Alessio Malizia 1
Bertrand Meyer 1
Ulf Blanke 1
Shipeng Li 1
Violeta Medina 1
Bin Li 1
Arlind Kopliku 1
Luigi Portinale 1
Per Hansen 1
Stuart Zweben 1
Songbo Song 1
Edward Coffman 1
Arie Shoshani 1
Bertram Raphael 1
Elmootazbellah Elnozahy 1
Hala ElAarag 1
Scott Danforth 1
C Gotlieb 1
Sally Sedelow 1
Hareton Leung 1
Grigoris Antoniou 1
Alfred Aho 1
Michael McTear 1
Kenneth Yip 1
John Barron 1
John Gaschnig 1
Robert Goldberg 1
Hongjiang ZHANG 1
Simon Parsons 1
Juan Rodríguez-Aguilar 1
Richard Sinnott 1
William Martin 1
László Böszörményi 1
Jiying Zhao 1
Tobias Riege 1
Tim Meyer 1
Krzysztof Pawlikowski 1
Giuseppe Liotta 1
Nevenka Dimitrova 1
Daphne Koller 1
Scott Baden 1
Stephen Kimbleton 1
Ole Madsen 1
Oscar Nierstrasz 1
Sandra Heiler 1
David Nagle 1
Vaughan Pratt 1
Viera Proulx 1
Michael Jones 1
Nancy Amato 1
Eike Best 1
Guy Lohman 1
Kai Li 1
David Luginbuhl 1
Xiaoyangsean Wang 1
Angelos Keromytis 1
Lynda Hardman 1
Paul Lewis 1
Jonathan Furner 1
David Ellis 1
Mark Chignell 1
Geert Houben 1
Mike Craven 1
Chris Greenhalgh 1
Farshid Arman 1
Stratis Konakas 1
Jack Briner 1
Laura Beckwith 1
Alan Blackwell 1
Elias Duarte 1
N Santoso 1
Carol Mills 1
Manuel Carro 1
Yeehong Yang 1
Ken Mcaloon 1
Charles Kelemen 1
Karen Bennet 1
Roland Yap 1
Sanjiva Prasad 1
Baruch Awerbuch 1
Joonhee Yoo 1
Kasim Candan 1
Steve Green 1
Matthieu Latapy 1
Christoph Koch 1
Gilles Brassard 1
Bernard Moret 1
Gilles Bailly 1
Philippe Navaux 1
Mohammad Jhaveri 1
Jinhee Cho 1
Satish Srirama 1
Yiannis Aloimonos 1
Son Dao 1
Li Zhang 1
Daben Liu 1
Mark Palmer 1
Kimberley Walls 1
Donald Chamberlin 1
Jean Nicolas 1
Jack Minker 1
Sidney Hantler 1
Richard Uhlig 1
Abdelsalam Helal 1
Aaron Finerman 1
Sreerangapalle Reddi 1
Edward Feustel 1
Ian Sommerville 1
Stuart Selber 1
Serge Abiteboul 1
Ravi Sandhu 1
Lisa Brown 1
Qiang Ji 1
Jens Bleiholder 1
Neil Stewart 1
Carlos Gañán 1
Lloyd Fosdick 1
N Davis 1
Seymour Goodman 1
Constantinos Constantinides 1
Dongqing Yang 1
Gerhard Roth 1
Jan Bosch 1
Jamesze Wang 1
John Plaice 1
António Silva 1
Benoít Garbinato 1
Heinz Züllighoven 1
Iwan Vosloo 1
Chris Blondia 1
Norman Black 1
Fong Pong 1
Miriam Leeser 1
PerOlof Bengtsson 1
Massimo Fenaroli 1
Giancarlo Succi 1
Zakaria Maamar 1
Sigurd Meldal 1
John Michaloski 1
Lidia Fuentes 1
Ian Court 1
Roger Brudermann 1
Stan Zdonik 1
David Clark 1
Klaus Moessner 1
Jianbo Guan 1
Lisong Shao 1
Luci Pirmez 1
José De Souza 1
Laura Ferrari 1
Neelam Soundarajan 1
David Harrison 1
Neeraj Suri 1
Yelena Yesha 1
Bivas Mitra 1
Tracey Ho 1
Toni Mastelić 1
Ariel Oleksiak 1
Jean Pierson 1
Jaime Lloret 1
Amir Darehshoorzadeh 1
Xue Liu 1
Pujan Ziaie 1
Tanya Vladimirova 1
Jorgen Ilstad 1
Karthik Subbian 1
Mingki Chong 1
José Pereira 1
Youchiun Wang 1
Sajal Das 1
J Gutiérrez 1
Marcus Uneson 1
Michael Henson 1
Indrė Žliobaitė 1
Stefan Leyk 1
Catherine Howard 1
Miguel Calvo-Flores 1
Denis Weerasiri 1
Elisavet Chatzilari 1
Dimitris Mostrous 1
Jiannong Cao 1
Junbin Liu 1
Guojun Wang 1
Yong Cui 1
Effirul Ramlan 1
Tiberio Uricchio 1
Marco Bertini 1
Nádia Silva 1
Buke Ao 1
Suleman Khan 1
Ainuddin Wahab 1
Thomas Kunz 1
Pedro Peris-López 1
Vishal Gupta 1
Wooheon Kang 1
Simon Oechsner 1
Simone Elias 1
Keewon Cho 1
Vini Kanvar 1
Youwen Yi 1
Chengyu Song 1
Cong Zheng 1
Chenxiong Qian 1
Emanuel Onica 1
Anastasia Giachanou 1
Aparna Bhat 1
Dan Rope 1
Craig Statchuk 1
Osman Khalid 1
Stavros Christodoulakis 1
Minos Garofalakis 1
Yechiam Yemini 1
Jennifer Klein, J 1
Sandeep Purao 1
Vijay Vaishnavi 1
José Marroquín 1
Martin Stytz 1
Ophir Frieder 1
Odemir Bruno 1
Author index 1
M Kherfi 1
A Bernardi 1
Andrea Maurino 1
Maozhen Li 1
Narsingh Deo 1
Daniel Lopresti 1
Alejandro Frery 1
Nevin Hentze 1
Reuven Bar-Yehuda 1
Keren Bendel 1
Marco Mesiti 1
Gunter Saake 1
Susan Davidson 1
Rui Chen 1
Wen Gao 1
T Dinesh 1
Akihiko Takano 1
Masato Takeichi 1
Paola Mello 1
Sandro Etalle 1
Moreno Falaschi 1
Randal Bryant 1
Torben Mogensen 1
Govind Sharma 1
Bernhard Westfechtel 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
Dinesh Manocha 1
Deborah Hix 1
Edgar Knapp 1
Joan Peckham 1
Kanthaiah Vijayalayan 1
Sven Krumke 1
Hartmut Noltemeier 1
Dora Giammarresi 1
George Beskales 1
Mohamed Soliman 1
Michela Spagnuolo 1
Colin Ware 1
Ellen Riloff 1
Jan Bergstra 1
Jim Melton 1
Sape Mullender 1
Ian Holland 1
Steve Chapin 1
Kai Liu 1
Bernhard Haslhofer 1
Malcolm Atkinson 1
O Buneman 1
Stefan Pleisch 1
Tommy Thorn 1
Michael Benedikt 1
Michael Coffin 1
Peter Buhr 1
Tanfong Ang 1
Harish Bhaskar 1
Eddie Shek 1
Larry Jackson 1
Andrew Greenberg 1
Sharon Laskowski 1
Daniel Reed 1
James Mokwa 1
David Kuck 1
Jean Briot 1
Peter Thiemann 1
Francisco Molina 1
Pierangela Samarati 1
Robert Schumacker 1
Sven Kiljan 1
Youngjoo Shin 1
Marco Alves 1
Venu Vasudevan 1
Paul Pazandak 1
Michael Wolverton 1
Graham King 1
Mark Foresti 1
Raja Harinath 1
Görel Hedin 1
Partha Pal 1
Ehab Al-Shaer 1
Niklas Palaghias 1
Wei Li 1
Bhaskar Krishnamachari 1
Ángel Juan 1
Thomas Tantillo 1
Vijayalakshmi Atluri 1
Bernd Stahl 1
Can Yang 1
Weichuan Yu 1
Andreas Peter 1
Gaël Dias 1
Vittorio Murino 1
Arosha Bandara 1
João Paulo 1
Chennakeshava Krishna 1
Buğra Gedik 1
Johan Lilius 1
Fabrício Enembreck 1
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