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Influence Estimation and Maximization in Continuous-Time Diffusion Networks

If a piece of information is released from a set of media sites, can it spread, in 1 month, to a million web pages? Can we efficiently find a small... (more)

A Tensor-Based Information Framework for Predicting the Stock Market

To study the influence of information on the behavior of stock markets, a common strategy in previous studies has been to concatenate the features of... (more)

Subspace Frequency Analysis--Based Field Indices Extraction for Electricity Customer Classification

In electricity customer classification, the most important task is to avoid the curse of... (more)

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Call for Papers

ACM Transactions on Information Systems (TOIS) Call for submissions to a Special Issue on Search, Mining and their Applications on Mobile Devices. Click here to see more details.

Call for Special Issue Proposals

ACM Transactions on Information Systems (TOIS) invites proposals for a special issue of the journal devoted to any topic in information retrieval. Click here to see more details.

New options for ACM authors to manage rights and permissions for their work

 

ACM introduces a new publishing license agreement, an updated copyright transfer agreement, and a new authorpays option which allows for perpetual open access through the ACM Digital Library. For more information, visit the ACM Author Rights webpage.

 

About TOIS

ACM Transactions on Information Systems (TOIS) is a scholarly journal that publishes previously unpublished high-quality scholarly articles in all areas of information retrieval. TOIS is published quarterly.

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Forthcoming Articles
Misinformation in Online Social Networks: Detect Them All with Limited Budget

Online Social Networks (OSNs), such as Facebook, Twitter and Google+, facilitate the interactions and communications among people. However, they also make it a fertile land for misinformation to rapidly spread out, which may lead to detrimental consequences. Thus it is imperative to detect the misinformation propagating through OSNs by placing monitors. In this paper, we first study a general misinformation detection problem and show its equivalence to the influence maximization problem. Moreover, in order to prevent misinformation from reaching a specific user, we define a Ä-Monitor Placement problem for cases where the partial knowledge of misinformation sources is available. We prove the #P complexity of this problem and additionally propose an efficient algorithm to solve it. Furthermore, we generalize the problem from a single target user to multiple central nodes by proposing another algorithm based on sampling technique. Extensive experiments on real-world data show the effectiveness of proposed algorithms with respect to minimizing the number of monitors.

Joint Modeling of User Check-in Behaviors for Real-time Point-of-Interest Recommendation

Point-of-Interest (POI) recommendation has become an important means to help people discover attractive and interesting places, especially when users travel out of town. However, extreme sparsity of user-POI matrix creates a severe challenge. To cope with this challenge, we propose a unified probabilistic generative model, Topic-Region Model (TRM), to simultaneously discover the semantic, temporal and spatial patterns of users' check-in activities, and to model their joint effect on users' decision-making for selection of POIs to visit. To demonstrate the applicability and flexibility of TRM, we investigate how it supports two recommendation scenarios in a unified way, i.e., home-town recommendation and out-of-town recommendation. To support real-time POI recommendation, we further extend the TRM model to an online learning model TRM-Online to track changing user interests and speed up the model training. Besides, based on the learnt model, we propose a clustering-based branch and bound algorithm (CBB) to prune the POI search space and facilitate fast retrieval of the top-k recommendations. We conduct extensive experiments to evaluate the performance of our proposals on two real-world datasets including recommendation effectiveness, overcoming cold-start problem, recommendation efficiency and model training efficiency. The experimental results demonstrate the superiority of our proposals.

On Effective Location-Aware Music Recommendation

apid advances in mobile devices and cloud-based music service now allow consumers to enjoy music at anytime and anywhere. Consequently, there has been increasing demand in studying intelligent techniques for context aware music recommendation. However, one important context that is generally overlooked in current research is user's venue, which often includes various semantics to greatly influence the users' music preference. In this paper, we present a novel location-aware music recommender system to effectively identify suitable music for various common venues in our daily lives. Towards this goal, we develop a Location aware Topic Model (LTM) to 1) effectively extract the topics related to different venues and 2) accurately infer the music for a certain location under a latent topic space, in which the music contents can be directly matched with the venue. An extensive experimental study based on two large music test collections demonstrates the various advantages of the proposed systems.

Do Improvements Still Add Up?

This paper presents a study of the question of which baseline to use when testing a new retrieval technique. We show that measuring a statistically significant improvement over a weak baseline is not necessarily a good predictor of whether the improvement will be measured on a strong baseline. Indeed, sometimes strong baselines are often made worse. We show there is little past research outlining how strong a baseline must be in order for an experimental comparison to be valid. This paper describes a series of experiments examining the testing of new techniques against multiple baselines. We show that the only way to be truly confident that a new technique is a real contribution is to compare it against, nothing less than the state of the art. However, showing consistent significant improvement over a basket of lower performing baselines can give researchers a level of confidence that a new technique will at the very least not degrade a state of the art system.

Power Law Distributions in Information Retrieval

Several properties of information retrieval (IR) data, e.g. query length, are widely considered to be approximately distributed as a power law. This assumption is common practice, aiming to focus on specific characteristics of an empirical probability distribution, e.g. its long/fat tail. Motivated by recent work in the statistical treatment of power law claims, we investigate two research questions: (1) To what extent do power law approximations hold for the following IR data properties: (i) term frequency, (ii) document length, (iii) query length, (iv) citation frequency and (v) syntactic $n$-gram frequency? (2) What is the computational cost (and its practical consequences to operational IR systems) of replacing empirical power law approximations with more accurate distribution fitting? To answer these two questions we study 25 TREC and 3 non-TREC datasets and we compare the fit of power laws to 15 other standard probability distributions. We find that term frequency is best approximated by a power law only for 5 datasets. The other data properties are better approximated by the inverse Gaussian, Generalized Extreme Value, Negative Binomial or Yule. We also find that the overhead of replacing power law approximations by more informed distribution fittings is negligible for operational IR systems.

Overview of the Special Issue on Trust and Veracity of Information in Social Media

Volunteerism Tendency Prediction via Harvesting Multiple Social Networks

Volunteers have always been extremely crucial and in urgent need for nonprofit organizations (NPOs) to sustain their continuing operations. However, it is expensive and time consuming to recruit volunteers using traditional approaches. In Web 2.0 era, the abundant and ubiquitous social media data open a door to the possibility of automatic volunteer identification. In this paper, we aim to fully explore this possibility by proposing a scheme, which is able to predict users' volunteerism tendency from user-generated contents collected from multiple social networks based on a conceptual volunteering decision model. We conducted comprehensive experiments as well as a user study to investigate the effectiveness of our proposed scheme, and further discussed its generalizibility and extendability. The novel interdisciplinary research will potentially inspire more promising and important human-centered applications.

Geoparsing and Geosemantics for Social Media: Spatio-Temporal Grounding of Content Propagating Rumours to support Trust and Veracity Analysis during Breaking News

In recent years there has been a growing trend to use publically available social media sources within the field of journalism. Breaking news has tight reporting deadlines, measured in minutes not days, but content must still be checked and rumours verified. As such journalists are looking at automated content analysis to pre-filter large volumes of social media content prior to more traditional manual verification techniques. This paper describes a real-time social media analytics framework for journalists. We extend our previously published geoparsing approach to improve its scalability and efficiency. We develop and evaluate a novel approach to geosemantic feature extraction, classifying evidence in terms of situatedness, timeliness, confirmation and validity. Our approach is not news story specific and works for new unseen event types. We report results from 4 experiments using 5 Twitter datasets crawled during different English-language news events. One of our datasets is the standard TREC 2012 microblog corpus. Our classification results are promising, with F1 scores varying by class from 0.64 to 0.92 for unseen event types. We lastly report results from two case studies looking at spatio-temporal grounding of rumours during real-world news stories, showcasing different ways our system can assist journalists in the verification process.

Probabilistic Models for Contextual Agreement in Preferences

The long tail theory for consumer demand implies the need for more accurate personalization technologies to target items to the users who most desire them. A key tenet of personalization is the capacity to model user preferences. Most of the previous work on recommendation and personalization has focused primarily on individual preferences. While some focus on shared preferences between pairs of users, they assume that the same similarity value applies to all items. Here we investigate the notion of "context", hypothesizing that while two users may agree on their preferences on some items, they may also disagree on other items. To model this, we design probabilistic models for the generation of rating differences between pairs of users across different items. Since this model also involves the estimation of rating differences on unseen items for the purpose of prediction, we further conduct a systematic analysis of matrix factorization and tensor factorization methods in this estimation, and propose a factorization model with a novel objective function of minimizing error in rating differences. Experiments on several real-life rating data sets show that our proposed models consistently yields context-specific similarity values that perform better on a prediction task than models relying on shared preferences.

Comparing Pointwise and Listwise Objective Functions for Random Forest based Learning-to-Rank

Current random forest (RF) based learning-to-rank (LtR) algorithms use a classification or regression framework to solve the ranking problem in a pointwise manner. The success of this simple yet effective approach coupled with the inherent parallelizability of the learning algorithm makes it a strong candidate for widespread adoption. In this paper we aim to better understand the effectiveness of these algorithms by comparing between pointwise and listwise objective functions. We introduce what we believe to be the first listwise version of an RF-based LtR algorithm. The algorithm directly optimizes an information retrieval metric of choice in a greedy manner. Computational complexity of the listwise approach is higher than the pointwise counterpart, hence for larger datasets, we design a hybrid algorithm which combines listwise and pointwise objective in each tree. Experimental results reveal that the listwise/hybrid algorithm outperforms the pointwise approach on the majority (but not all) of LtR datasets available. We then investigate several aspects of the two algorithms to better understand the inevitable performance trade-offs. This investigation suggests that for large LtR datasets the splitting criterion (implied by the objective function) is important particularly if small trees are learnt, but as the trees are grown large the advantage of the listwise approach diminishes relative to its pointwise counterpart.

TISON: Trust Inference in trust-oriented Social Networks

Trust systems represent a significant trend in decision support for social networks service provision. The basic idea is to allow users to rate each other even without being direct neighbors. In this case, the idea is to derive a trust score for a given user, which could be of help to decide whether trusting other users or not. In this paper, we investigate the properties of trust propagation on networks, based on the notion of transitivity, and we introduce the TISoN model to generate and evaluate Trust Inference within online Social Networks. To do so, (i) we develop a novel TPS algorithm for Trust Paths Searching where we define neighbors priority based on their direct trust degrees and then select trusted paths while controlling the path length and (ii) we develop different TIM algorithms for Trust Inference Measuring and build a trust network. In addition, we analyse existing algorithms and we demonstrate that our proposed model computes more reasonable transitive trust values than existing models. We conduct extensive experiments on a the real online social network dataset, Advogato dataset. Experimental results show that our work is scalable and generates better results than do the pioneering approaches of the literature.

Bibliometrics

Publication Years 1983-2016
Publication Count 616
Citation Count 18920
Available for Download 616
Downloads (6 weeks) 3705
Downloads (12 Months) 38248
Downloads (cumulative) 702702
Average downloads per article 1141
Average citations per article 31
First Name Last Name Award
Hal Berghel Outstanding Contribution to ACM Award (2000)
ACM Distinguished Service Award (1996)
Daniel Bobrow ACM Software System Award (1992)
ACM Programming Systems and Languages Paper Award (1974)
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Charles L A Clarke ACM Distinguished Member (2015)
Fabio Crestani ACM Senior Member (2009)
Ernesto Damiani ACM Distinguished Member (2008)
Susan T Dumais ACM-W Athena Lecturer Award (2014)
Ahmed Elmagarmid ACM Distinguished Member (2009)
Deborah Estrin ACM-W Athena Lecturer Award (2006)
Alvaro Barreiro Garcia ACM Senior Member (2009)
Calvin C. Gotlieb Outstanding Contribution to ACM Award (2011)
ACM Presidential Award (2002)
Wendy Hall Outstanding Contribution to ACM Award (2014)
Jonathan L Herlocker ACM Software System Award (2010)
Djoerd Hiemstra ACM Senior Member (2009)
Xian-Sheng Hua ACM Distinguished Member (2015)
ACM Senior Member (2009)
Min-Yen Kan ACM Senior Member (2009)
David Karger ACM Doctoral Dissertation Award (1994)
Won Kim ACM Distinguished Service Award (2001)
Joseph A Konstan ACM Software System Award (2010)
ACM Distinguished Member (2006)
Wessel Kraaij ACM Senior Member (2007)
Raymond A Lorie ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
David E. Losada ACM Senior Member (2011)
Yoelle Maarek ACM Distinguished Member (2010)
Gary Marchionini ACM Senior Member (2008)
Satoshi Matsuoka ACM Gordon Bell Prize
Tokyo Institute of Technology (2011) ACM Gordon Bell Prize
Tokyo Institute of Technology (2011)
Kathryn Mckinley ACM Distinguished Member (2006)
ACM Senior Member (2006)
Stuart Edward Middleton ACM Senior Member (2014)
George Andrei Mihaila ACM Senior Member (2008)
Bradley N Miller ACM Software System Award (2010)
Mario A Nascimento ACM Senior Member (2007)
Hwee Tou Ng ACM Distinguished Member (2010)
Dianne P O'Leary ACM Distinguished Member (2006)
Judith S Olson ACM-W Athena Lecturer Award (2011)
Randy Pausch ACM Karl V. Karlstrom Outstanding Educator Award (2007)
David M Pennock ACM Senior Member (2006)
Vijay V Raghavan ACM Distinguished Member (2012)
Paul J Resnick ACM Software System Award (2010)
John T Riedl ACM Software System Award (2010)
ACM Distinguished Member (2007)
Mehran Sahami ACM Presidential Award (2014)
Fabio A. Schreiber ACM Senior Member (2012)
Frank Shipman ACM Distinguished Member (2009)
Michael Stonebraker A. M. Turing Award (2014)
ACM Software System Award (1988)
Jaime Teevan ACM Senior Member (2012)
Loren Terveen ACM Distinguished Member (2009)
Jennifer Widom ACM-W Athena Lecturer Award (2015)
Qiang Yang ACM Distinguished Member (2011)
Shumin Zhai ACM Distinguished Member (2006)

First Name Last Name Paper Counts
Justin Zobel 8
William Croft 8
Hsinchun Chen 8
Tatseng Chua 7
Norbert Fuhr 7
Stavros Christodoulakis 6
Hector Garcia-Molina 6
Bin Cui 6
Kalervo Järvelin, 5
Gonzalo Navarro 5
Dennis Tsichritzis 5
Alistair Moffat 5
John Gould 5
Thomas, Malone 5
Roger King 5
John Leggett 4
Oren Kurland 4
Ophir Frieder 4
Dennis McLeod 4
Prasenjit Mitra 4
Hugh Williams 4
Susan Dumais 4
Ricardo Baeza-Yates 4
Ahmed Abbasi 4
Zi Huang 4
Fabio Crestani 4
ChengXiang Zhai 4
Maarten De Rijke 4
Kamfai Wong 4
Jimmy Lin 4
Hengtao Shen 4
Swapan Parui 3
Dawei Song 3
Luis Gravano 3
Fausto Rabitti 3
Elisa Bertino 3
Abdur Chowdhury 3
Alexander Tuzhilin 3
Joseph Konstan 3
Amihai Motro 3
Heikki Keskustalo 3
Kumyew Lai 3
Luo Si 3
Robert Luk 3
Nieves Brisaboa 3
Matthias Jarke 3
Raffaele Perego 3
Fabrizio Silvestri 3
Henry Gladney 3
Christos Faloutsos 3
Ge Nong 3
Roy Rada 3
Kuilam Kwok 3
Marjan Celikik 3
Eric Horvitz 3
Nívio Ziviani 3
Abraham Bookstein 3
Simon Gibbs 3
Pavel Zezula 3
William Cohen 3
Edleno De Moura 3
Cornelis Van Rijsbergen 3
Shmuel Klein 3
Jamie Callan 3
Ryen White 3
Ben Shneiderman 3
Wai Lam 3
Gary Marchionini 3
Hannah Bast 3
Mark Chignell 2
Alan Hevner 2
Rong Jin 2
Eric Jensen 2
Panagiotis Ipeirotis 2
Sakti Pramanik 2
Jiaul Paik 2
Mandar Mitra 2
Shane Culpepper 2
Waihong Chan 2
Nat Ballou 2
Shipeng Li 2
Gautam Pant 2
Jonathan Grudin 2
Hui Xiong 2
Filip Radlinski 2
Lillian Lee 2
John Riedl 2
Benjamin Piwowarski 2
Howard Turtle 2
Wanda Orlikowski 2
Kotagiri Ramamohanarao 2
Iadh Ounis 2
Fernando Diaz 2
Hong Cheng 2
David Carmel 2
William Webber 2
Barbara Pernici 2
Xiaojun Wan 2
Jaana Kekäläinen 2
Carmel Domshlak 2
Leefeng Chien 2
Antonio Fariña, 2
Zhaohui Zheng 2
Gediminas Adomavicius 2
Jinxi Xu 2
Shibing Yao 2
Clayton Lewis 2
Clyde Giles 2
Sudha Ram 2
Padmini Srinivasan 2
Weiyi Meng 2
Jaime Teevan 2
Raymond Lau 2
Laurence Park 2
Keke Chen 2
Fred Damerau 2
Nigel Shadbolt 2
Nick Craswell 2
Mark Sanderson 2
Elena Baralis 2
Paolo Garza 2
Edward Dang 2
Hui Yang 2
Chirag Shah 2
Lucy Suchman 2
Antonio Siochi 2
Steven Beitzel 2
Scott Hudson 2
Joemon Jose 2
Christopher Higgins 2
Mansur Kabuka 2
Nicole Yankelovich 2
Jianyun Nie 2
Claudio Carpineto 2
Ian Ruthven 2
Stefan Siersdorfer 2
Frank Tompa 2
Özgür Ulusoy 2
Frederick Lochovsky 2
Liqiang Nie 2
Darrell Woelk 2
Ronny Lempel 2
Zhiting Hu 2
Quan Yuan 2
Gao Cong 2
Raymond Panko 2
Robert Krovetz 2
Charles Wiecha 2
Fazli Can 2
Warren Greiff 2
Seungwon Hwang 2
Vijay Raghavan 2
Mounia Lalmas 2
Yoelle Maarek 2
Peter Bruza 2
William Jones 2
Gordon Cormack 2
Arjen De Vries 2
Ronan Cummins 2
Dou Shen 2
John Mylopoulos 2
Paul Stotts 2
Qiang Yang 2
George Fitzmaurice 2
Olivia Sheng 2
Anthony Kaye 2
John Schnase 2
Douglas Terry 2
Jennifer Widom 2
Ismail Altingövde 2
Maria Fugini 2
Essam El-Kwae 2
Loren Terveen 2
Hochung Wu 2
John Carroll 2
Tao Mei 2
Javed Mostafa 2
Hongzhi Yin 2
Massimo Melucci 2
Pasquale Savino 2
Eepeng Lim 2
Hongyan Liu 2
Dimitris Papadias 2
Richard Furuta 2
Jiantao Sun 2
Hideki Koike 2
Stephen Boies 2
Salvatore Orlando 2
Xiaofang Zhou 2
Edward Fox 2
Irwin King 2
Pável Calado 2
Tao Tao 2
Neil Rowe 2
Susan Gauch 2
Manolis Koubarakis 2
Randall Trigg 2
Letizia Tanca 2
Marcel Reinders 2
Giovanni Romano 2
Jorge Garza 2
Won Kim 2
Stanley Zdonik 2
Berthier Ribeiro-Neto 2
Sanda Harabagiu 2
Brian Cooper 2
Daniel Zeng 2
David Hawking 2
Piero Fraternali 2
Paolo Paolini 2
Ling Feng 2
Thorsten Joachims 2
Michael Lyu 2
Carson Woo 2
Qiang Zhu 2
David Hicks 2
Chihyi Chiu 1
Gueiwun Han 1
Criston Souza 1
Eduardo Laber 1
Sunghun Kim 1
Jianying Hu 1
Sumit Bhatia 1
Max Egenhofer 1
Pere Comas 1
Lluís Màrquez 1
Joe Frankel 1
Theodore Linden 1
Douglas Shook 1
Dolf Trieschnigg 1
Kate Ehrlich 1
Yi Wu 1
Ilaria Bordino 1
Julien Ah-Pine 1
Paul Bennett 1
Ferhan Türe 1
Rana Forsati 1
Yongyi Mao 1
Steven Schockaert 1
Vlad Tanasescu 1
Jean Tague-Sutcliffe 1
Jarmo Toivonen 1
Sinnojialin Pan 1
Thomas Griffiths 1
Batya Friedman 1
Les Gasser 1
Milam Aiken 1
Olivia Liu Sheng 1
Yannis Ioannidis 1
Norman Meyrowitz 1
Silvano Pozzi 1
Bernd Lamparter 1
Oscar Nierstrasz 1
Stephen Kwan 1
F Ho 1
Chunwu Leng 1
Jiang Bian 1
Emanuele Buccio 1
Ying Zhang 1
Anagha Kulkarni 1
James Allan 1
Zhen Yue 1
Anni Järvelin 1
David Pennock 1
Solomon Shimony 1
Shuilung Chuang 1
Alex Acero 1
Gang Wu 1
Hady Lauw 1
Steffen Heinz 1
Eric Bier 1
Masato Morisaki 1
Hiroyoshi Ohara 1
Joachim Schmidt 1
Andy Hopper 1
Roy Want 1
Jim Gemmell 1
Kenneth Anderson 1
Srihari Sampathkumar 1
Srinivas Ramanathan 1
Edward Chang 1
James French 1
Raymond Ng 1
Steve Jones 1
Ioan Tăbuş 1
Jennifer Xu 1
Steve Fox 1
Scott Minneman 1
Paolo Tiberio 1
Charles Kacmar 1
John Tait 1
Jie Yin 1
Fatima Al-Garawi 1
Jorma Laurikkala 1
Zhongming Ma 1
David Lewis 1
Carolyn Crouch 1
Tom Smith 1
Ramana Rao 1
Mark Stefik 1
Lorrin Garson 1
Jan Olsen 1
Krysta Svore 1
Naama Zwerdling 1
Azadeh Shakery 1
ManKit Chang 1
Peter Cook 1
Deborah Tatar 1
Dawei Luo 1
Franca Garzotto 1
Ron Szabo 1
Qifan Chen 1
Brad Myers 1
Siranush Radicati 1
Andruid Kerne 1
Eunyee Koh 1
Elaine Marsh 1
Sergej Sizov 1
A Dong 1
Robert Capra 1
Ofer Bergman 1
Nicola Tonellotto 1
Thorsten Hartmann 1
Rebecca Grant 1
James Gerlach 1
Zhihong Lu 1
Brendon Cahoon 1
Stephen Hanson 1
Brian Martin 1
David Karger 1
Anthony Bolmarcich 1
Yong Yu 1
J Eveland 1
Mohand Hacid 1
Xingquan Zhu 1
Marius Paşca 1
Gianni Amati 1
Jack Conrad 1
Joanne Yates 1
Ann Lally 1
Eliot Moss 1
Jonathan Herlocker 1
Michael Newman 1
Adele Howe 1
Julie Borsack 1
Massimo Santini 1
Stephen Robertson 1
Heidi Stettner 1
Jianguo Xiao 1
Wei Gao 1
Gregory Crane 1
Domenico Rosaci 1
Giuseppe Sarné 1
Maarten Clements 1
Xiangyu Wang 1
Heikki Hämmäinen 1
Frank Hopfgartner 1
Ofer Egozi 1
Evgeniy Gabrilovich 1
Alexander Hars 1
Gary Olson 1
Chris Schmandt 1
Hiroshi Ishii 1
Minoru Kobayashi 1
Vesper Owei 1
Tung Bui 1
S Suthasinekul 1
Xiaobing Xue 1
Teekiah Chia 1
G Chen 1
Sushil Jajodia 1
Jon Gulla 1
Noel O'Connor 1
Shaowei Liu 1
Wenwu Zhu 1
Jiashu Zhao 1
Michael Siegel 1
Lifeng Jia 1
Tsunghan Tsai 1
Charalampos Chelmis 1
Artur Pessoa 1
Shay Kutten 1
Marcin Kaszkiel 1
Thomas Little 1
Radford Neal 1
Javier Tejedor 1
Igor Szöke 1
Jay Israel 1
Ronald Rice 1
Djoerd Hiemstra 1
Meng Wang 1
Xudong Zhang 1
Dongdong Shan 1
Lidong Bing 1
Gang Wang 1
Jingdong Wang 1
Zhiyong Wang 1
Bart Dhoedt 1
Charles McClellan 1
Frank Safayeni 1
Jintae Lee 1
Judith Olson 1
Jian Su 1
Padhraic Smyth 1
Aditya Pal 1
Douglas Vogel 1
Tim Bray 1
Augusto Celentano 1
Brigitte Rock 1
Georg Gottlob 1
Mathew Palakal 1
Wolfgang Effelsberg 1
Susanna Barber 1
Eileen Trauth 1
Maria Theodoridou 1
David Choy 1
Roberto Zicari 1
Starr Hiltz 1
Qing Cui 1
Alberto Costa 1
Udo Kruschwitz 1
Miamaria Saastamoinen 1
Kaiqi Zhao 1
Zongyang Ma 1
Esa Auramaki 1
Kalle Lyytinen 1
Anatol Holt 1
Fernando Flores 1
Rodrick Megraw 1
Teruko Mitamura 1
Jeongwoo Ko 1
Hweehwa Pang 1
Tomihisa Kamada 1
Chen Chang 1
Kwokkee Wei 1
Wei Chu 1
Long Jiang 1
Xiaoyong Du 1
Mark Carman 1
Diane Strong 1
Shahana Sen 1
ManSaint Yuen 1
Gergely Korodi 1
Thomas White 1
Francisco Lerch 1
Matthew Conway 1
Cyrano Cabarrus 1
Paul Hart 1
Deborah Estrin 1
Jock Mackinlay 1
George Robertson 1
Kangheng Wu 1
Luca Cagliero 1
Qifan Wang 1
Chris Fox 1
Feza Baskaya 1
Seungtaek Park 1
Kellogg Booth 1
David Zeltzer 1
Jiandong Liang 1
Vincent Barnes 1
Alan Borning 1
Charu Aggarwal 1
Zhuogang Li 1
Beverly Yang 1
Sriram Raghavan 1
Ruizhang Huang 1
Shingkit Chan 1
Miro Lehtonen 1
Polly Brown 1
Nima Asadi 1
Ben He 1
Kira Radinsky 1
Jialie Shen 1
Layne Watson 1
CheukHang Ng 1
Bradley Miller 1
Yunqi Sun 1
Gang Qian 1
Daniel Schwabe 1
Chris Buckley 1
H Hartson 1
Devika Subramanian 1
Yusheng Lai 1
Eileen Abels 1
Bozena Thompson 1
Frederick Thompson 1
Hamish McAlpine 1
Manuel Pérez-Quiñones 1
Ruth Beyth-Marom 1
Raymond Lorie 1
Yanzheng Wei 1
Marimuthu Palaniswami 1
Ralf Jungclaus 1
Jonathan Hull 1
Michael Salisbury 1
Karin Petersen 1
John Lusth 1
J Kelley 1
John Smith 1
Sharon Greene 1
Michael Bernstein 1
Gary Sockut 1
Mengchang Chen 1
Dirk Bahle 1
Eric Nyberg 1
Wop Nawijn 1
Lei Zhu 1
AlBing Rao 1
Bernard Tan 1
Jay Ponte 1
Yi Chang 1
Fatemeh Zahedi 1
John Tang 1
Paul Thistlewaite 1
Jiawei Han 1
N Vujovic 1
Dragana Brzakovic 1
Stuart Card 1
Andreas Lemke 1
Gerhard Fischer 1
John Wilbur 1
Mark Green 1
Philip Yu 1
Clement Yu 1
Oren Etzioni 1
Minyen Kan 1
Maarten Marx 1
Norman Delisle 1
Jongwook Kim 1
Qing Li 1
Jie Shao 1
Milad Shokouhi 1
Steven Hoi 1
Anders Bjornerstedt 1
Célia Dos Santos 1
Stan Lanning 1
Yuexian Hou 1
Qiang Xue 1
Hsijian Lee 1
John Lafferty 1
Uffe Wiil 1
Philip Wu 1
Carole Hafner 1
David Elsweiler 1
Mark Baillie 1
Rafi Nachmias 1
Geoff Walsham 1
Jiajun Liu 1
Jerry Farrell 1
Maria Hanrahan 1
ShiHuo Chang 1
Michael Begeman 1
Jianping Fan 1
Elena Ferrari 1
Stuart Middleton 1
George Karypis 1
Mukund Deshpande 1
Dennis Shasha 1
Joan Morrissey 1
Joel Remde 1
Dennis Egan 1
Calvin Lue 1
Rodrigo Botafogo 1
Jian Ma 1
Joseph Kalash 1
Cheng Niu 1
Ulrich Pfeifer 1
W Wilbur 1
Elizabeth Liddy 1
Chidanand Apté 1
Hari Sundaram 1
Peter Sanders 1
Richard Scamell 1
Changqing Zhou 1
Jialie Shen 1
Jari Alasuvanto 1
Tamer Özsu 1
Karl Mueller 1
Krishna Bharat 1
Khechai Sim 1
Raymond McCall 1
Frank Shipman 1
Barry Smyth 1
Chinhui Lee 1
Stuart Madnick 1
Shengyang Li 1
Prasenjit Majumder 1
David Millard 1
Goffredo Haus 1
Alberto Pinto 1
Elihu Gerson 1
Jun Xu 1
Hang Li 1
Sanghoon Lee 1
Gianni Costa 1
Hao Chen 1
Shlomo Moran 1
Yisong Yue 1
Moshe Zloof 1
Vance Waddle 1
Calvin Gotlieb 1
Dan Moldovan 1
Tsongli Wang 1
Fabio Salice 1
Jennifer Eberhardt 1
Mary Rosson 1
Jonathan Cohen 1
Timo Raita 1
Kazem Taghva 1
Sebastiano Vigna 1
John Guiver 1
Michael Stonebraker 1
Paulo Masiero 1
Vasilis Delis 1
Diego Puppin 1
Salvatore Garruzzo 1
Marcelo Turine 1
Wendy Lehnert 1
Sholom Weiss 1
Woojin Paik 1
Matteo Dell'Amico 1
Licia Capra 1
Frederik Transier 1
Thomas Lynam 1
Peter Sander 1
Andreas Oberweis 1
Sen Zhang 1
Dave Straube 1
Yariv Aridor 1
Nicola Ferro 1
ChengSeen Ho 1
Frank Walker 1
Xiaofeng Zhu 1
Andrea Tagarelli 1
Hweetou Ng 1
Huanbo Luan 1
Tom Bruns 1
Stéphane Bressan 1
Clement Yu 1
Andrea Esuli 1
Chengyu Hsieh 1
David Peleg 1
Mark Weal 1
Liming Ren 1
Wendy Hall 1
Mark Ackerman 1
Saturnino Luz 1
Dong Wang 1
Robert Mack 1
Aditya Pal 1
Franklin Harper 1
Anna Shtok 1
Riccardo Miotto 1
F Campagnoni 1
Hamideh Afsarmanesh 1
J Rames 1
Daniel Lemire 1
Jirong Wen 1
Ling Chen 1
Xiaofang Zhou 1
Luca Becchetti 1
Tiejun Huang 1
Olivier Van Laere 1
Christopher Jones 1
Ling Chen 1
George Awad 1
Wessel Kraaij 1
Margrethe Olson 1
Waiman Cheung 1
Zhiqiang Toh 1
Holger Meuss 1
Murugappan Palaniappan 1
E Fiume 1
Mark Hornick 1
Alan Purdy 1
Edward Sciore 1
Diklun Lee 1
Ralf Güting 1
Quentin Jones 1
Bin Gao 1
Shuguang Han 1
M Albakour 1
Daniel Berry 1
Alan Biermann 1
Carolyn Stanley 1
Michael Graves 1
Jinsoo Park 1
Norbert Janssen 1
Yeyi Wang 1
Mstislav Maslennikov 1
Yimin Wei 1
Aldong Zhang 1
Hiroshi Kuribayashi 1
Carl Hewitt 1
Jinhan Kim 1
Jordi Turmo 1
Simon King 1
Derek Oppen 1
Stephen Pollock 1
Sten Andler 1
Philip Smith 1
Roberto Maiocchi 1
Hongfei Yan 1
Shengqing Hu 1
Seunghoon Na 1
Mengren Qian 1
Manlung Yiu 1
Karthik Raman 1
Shiyang Lu 1
Mehrdad Mahdavi 1
Mehrnoush Shamsfard 1
Yizhou Sun 1
Bradley Skaggs 1
Anne Loomis 1
Bernard Haan 1
Snehasis Mukhopadhyay 1
Hongtai Chou 1
David Maier 1
Tieyan Liu 1
Sicong Zhang 1
Michael Cole 1
Sanna Kumpulainen 1
Cary Buchman 1
Ronald Lee 1
David Grossman 1
Akinori Yonezawa 1
Keld Bødker 1
Richard Watson 1
Lihong Li 1
Gaewon You 1
Youngin Song 1
Zaiqing Nie 1
Steven Miller 1
Venkat Rangan 1
Christopher Fry 1
Bernard Jansen 1
Mark Mydland 1
Jonathan Gibbons 1
Michael Littman 1
Anders Mørch 1
Vasileios Hatzivassiloglou 1
Yannis Vassiliou 1
Jørgen Bansler 1
Richard Taylor 1
Siddharth Kaza 1
Shima Gerani 1
Caroline Eastman 1
Hongjun Lu 1
Robert DeLine 1
Celia Romm 1
Roger Ehrich 1
Won Kim 1
Rong Pan 1
Stephen Weyer 1
Zonghuan Wu 1
Cody Kwok 1
Joyce Chai 1
Börkur Sigurbjörnsson 1
Mike Graf 1
Gail Rein 1
Clarence Ellis 1
Milad Shokouhi 1
Claudio Lucchese 1
Jianke Zhu 1
Marcos Gonçalves 1
Kai Groβjohann 1
Kacheung Sia 1
Sara Cohen 1
Altigran Silva 1
Rajiv Choudhary 1
Michael Novak 1
Pierre Dupont 1
Christine Kincaid 1
Patrick Gallinari 1
Wenjie Li 1
Mark Dunlop 1
Udi Manber 1
John Vlissides 1
Manuel Maña-López 1
Thomas Rölleke 1
Steven Smith 1
Andrew Webb 1
Blake Dworaczyk 1
Juifeng Yeh 1
Kurt Godden 1
Carol Friedman 1
Ben Hicks 1
John Limb 1
Christopher Shaw 1
Ulla Merz 1
Sergey Melnik 1
Helene Hembrooke 1
Hang Cui 1
Pierre Genevès 1
Nabil Layaïda 1
David Rosenblitt 1
Mayer Schwartz 1
Gregg Foster 1
John Shepherd 1
Lars Söderlund 1
Matts Ahlsen 1
Timothy Hoad 1
Xiaozhao Zhao 1
Zhongzhi Shi 1
Amjad Daoud 1
Lenwood Heath 1
Deborah Hix 1
Manuel De Buenaga 1
Lise Getoor 1
Noa Gradovitch 1
Debra Gash 1
Jing Bai 1
Gunter Saake 1
Gerald Karam 1
L Leung 1
Max Van Kleek 1
Ravi Krishnamurthy 1
Jie Han 1
Yannis Drougas 1
Mark Weiser 1
Mehran Sahami 1
Joanne Claussen 1
Thomas Landauer 1
Louis Gomez 1
Dario Lucarella 1
Engin Demir 1
Peter Schwarz 1
Anthony Tomasic 1
José San Pedro 1
Tim Pohle 1
Stefano Mizzaro 1
Peter Schäuble 1
Murray Mazer 1
Elisa Quintarelli 1
Shimon Schocken 1
Sargur Srihari 1
James Thornton 1
Josiane Salaun 1
Carol Justus 1
Paula Sweeney 1
Tora Bikson 1
Kenneth Utting 1
Mihai Surdeanu 1
Thomas Hofmann 1
Zan Huang 1
Chunhung Cheng 1
Ernesto Damiani 1
Trystan Upstill 1
Gondy Leroy 1
Art Ammann 1
Kyuyoung Whang 1
Carol Lochbaum 1
Hal Berghel 1
Antonella Zanzi 1
Laura Haas 1
Daniel Robey 1
M Scerbo 1
Robert Allen 1
Gary Nutt 1
Dashiell Kolbe 1
Diane Kelly 1
Srinandan Dasmahapatra 1
Douglas Brotz 1
Maria De Oliveira 1
Yiming Yang 1
Munmun De Choudhury 1
Ajita John 1
Eyal Krikon 1
Charles Paddock 1
Yiyu Yao 1
S Wong 1
Airi Salminen 1
Tomás Isakowitz 1
João Magalhães 1
Stefan Rüger 1
Eero Eloranta 1
Tomchao Zhou 1
David Vallet 1
Chris Horner 1
Harvey Brightman 1
Roi Blanco 1
Alan Smeaton 1
Author index 1
Xiaofeng Guan 1
Kuochu Lee 1
Shaul Markovitch 1
Bo Yang 1
Xiansheng Hua 1
Walid Magdy 1
Il Im 1
Marianne Storrøsten 1
Yangchang Hong 1
Robert Nicholson 1
M Rashidian 1
Sheng Gao 1
Shiqiang Yang 1
Satya Rachakonda 1
Catherine Plaisant 1
Ying Lu 1
Katja Hofmann 1
Michael Chau 1
Elad Yom-Tov 1
Klaus Schulz 1
Francisco Claude 1
Ángeles Places 1
Ben Carterette 1
Weigang Wang 1
Yogen Dalal 1
Kaveh Pahlavan 1
Robert Neches 1
Mary Culnan 1
Fiana Raiber 1
Xin Cao 1
Zhengjun Zha 1
Stephanie Haas 1
Stefano Leonardi 1
Piotr Sankowski 1
Taklam Wong 1
Jiancong Tong 1
Parvaz Mahdabi 1
Michal Rosen-Zvi 1
Chaitanya Chemudugunta 1
Helen Nissenbaum 1
Waynexin Zhao 1
Nevenka Dimitrova 1
Dick Bulterman 1
Julia Mayer 1
Hanjun Dai 1
Alessandro Fiori 1
Hongbin Dai 1
Ling Liu 1
Stephen Robertson 1
Rachel Matichin 1
Gobinda Kole 1
Eduardo Rodríguez 1
Olivier Chapelle 1
Rifat Ozcan 1
Scott Stevens 1
Ian Witten 1
Dianne O'Leary 1
Ravichander Vipperla 1
Raphael Troncy 1
Michal Fapšo 1
Giampio Bracchi 1
Rudy Hirschheim 1
Mark Guttenbrunner 1
Nicola Orio 1
Steven Shute 1
Beb Galdes 1
Douglas Metzler 1
Scott Deerwester 1
Peter Bollmann 1
Federico Barbic 1
Aris Anagnostopoulos 1
Aleksandr Chuklin 1
Anne Schuth 1
Ke Zhou 1
Eric Lo 1
Kevyn Collins-Thompson 1
Mohamed Sarwat 1
Richong Zhang 1
Paul Over 1
Lise Getoor 1
Samuel Huston 1
W Croft 1
Hui Fang 1
František Grézl 1
Andrew Whitsitt 1
Tomas Saulys 1
Michael Schrefl 1
Eugene Guglielmo 1
Steven Kimbrough 1
Forouzan Golshani 1
Hyoungjoo Kim 1
Bernard Hauzeur 1
Jiaul Paik 1
Xiaojun Quan 1
Yuanhua Lv 1
Daqing He 1
Dongyi Guan 1
Pertti Vakkari 1
Alan Katz 1
Joyce Reynolds 1
Gregory Finn 1
Jonathan Postel 1
Kermit Gilbert 1
Linda Fineman 1
Melody Ivory 1
Arno Peels 1
Xiao Li 1
Finley Lacatusu 1
Satoshi Matsuoka 1
Shin Takahashi 1
Jun He 1
Venkat Gudivada 1
Allison Powell 1
Monica Sleumer 1
Thomas Mastaglio 1
Richard Chimera 1
O Wu 1
Tuomas Talvensaari 1
Laura Granka 1
Geri Gay 1
Gabriella Kazai 1
D Rama 1
Irene Greif 1
Daniel Bobrow 1
Stuart Weibel 1
Craig Macdonald 1
Iadh Ounis 1
Terri Hedgpeth 1
Maria Sapino 1
Kianlee Tan 1
Neill Kipp 1
Chengqi Zhang 1
Christer Hulten 1
Bruno De Araujo 1
Prasun Dewan 1
Georges Dupret 1
William Bennett 1
Mark Linton 1
José Gómez Hidalgo 1
Lawrence Lefkowitz 1
Azhar Alhindi 1
Nicholas Belkin 1
Aixin Sun 1
Jakob Gonczarowski 1
Erkki Lehitnen 1
TeckTim Tan 1
Taesup Moon 1
Yingqin Gu 1
Peter Turney 1
Kuldeep Karnawat 1
Veronica Falcao 1
Beitao Li 1
Yufei Tao 1
Jing Jiang 1
Nava Pliskin 1
Ken McGarry 1
David Sturman 1
Martti Juhola 1
Jaap Kamps 1
Sylvia Sheppard 1
Sunil Sarin 1
Peter Sassone 1
Lorraine Normore 1
Richard Entlich 1
David Bodoff 1
Xindong Wu 1
Shichao Zhang 1
Clarence, Ellis 1
Mário Nascimento 1
Xuanhui Wang 1
Daniel McDonald 1
Shamim Mohamed 1
Elena Zheleva 1
Liangchih Yu 1
Andrew Trotman 1
Herbert Van De Sompel 1
Ralph Palmer 1
Steve Whittaker 1
Luc Moreau 1
Petros Venetis 1
Krisztian Balog 1
Gerald Barber 1
Andrew Bailey 1
Robert Purvy 1
W Edwards 1
Paul Dourish 1
Mc Schraefel 1
DikKun Lee 1
Aleksander Kołcz 1
Chunghsien Wu 1
Jonathan Slocum 1
Marko Rodriguez 1
Deborah Barreau 1
Cornelis Van Rijsbergen 1
Craig Macdonald 1
Marc Bron 1
Ramesh Choudhari 1
Bruce Ballard 1
James Farber 1
Susan Ehrlich 1
Guy Hochgesang 1
Guirong Xue 1
Robert Schumaker 1
Elizabeth Chang 1
Sara Comai 1
George Herman 1
Fabio Schreiber 1
Patrick Martin 1
James Donahue 1
Arab Salem 1
Allen Condit 1
Peter Knees 1
Xin Yan 1
Xue Li 1
Nadene Lynn 1
Antonin Guttman 1
Hsiaowuen Hon 1
Xin Fu 1
Alexandra Poulovassilis 1
David Dupplaw 1
Brigitte Bigi 1
Mark Levene 1
Pamela Ludford 1
Rosie Jones 1
Yiliang Zhao 1
Alex Borgida 1
Hao Ma 1
Bingjun Sun 1
Ari Pirkola 1
Debby Hindus 1
Peter Hibbard 1
John Cookson 1
Sergio Greco 1
Hyowon Lee 1
Zheng Ye 1
Jianying Wang 1
Charles Clarke 1
Al Khorasani 1
Kuantsae Huang 1
Christos Tryfonopoulos 1
Andrew Clement 1
Jeff Conklin 1
Ahmed Elmagarmid 1
David De Roure 1
Ilmério Silva 1
Carolyn Watters 1
Jun Wang 1
Ehud Rivlin 1
Markus Schedl 1
Gerhard Widmer 1
Ming Zhou 1
Bo Hu 1
Alberto Belussi 1
Peter Nürnberg 1
Christopher Chute 1
Edmund Yu 1
Michael Bendersky 1
Einat Minkov 1
Shashi Shekhar 1
Cheng Hsu 1
Henry Lucas, 1
QingPing Tan 1
Bo Hu 1
Qi Liu 1
Victor Mak 1
Daniel Ford 1
Paul Resnick 1
TeSon Kuo 1
Roger Dannenberg 1
George Thoma 1
Jiangtao Cui 1
Álvaro Barreiro 1
Quinzheng Kong 1
Kejia Chen 1
Peng Cui 1
Khoa Doan 1
Viktor Prasanna 1
Dipasree Pal 1
Christopher Bailey 1
Ettore Ritacco 1
Richard Sproat 1
Ron Sacks-Davis 1
Ralf Schenkel 1
Tamara Kolda 1
Shimon Whiteson 1
Fabrizio Sebastiani 1
Ornan Gerstel 1
Xiao Fang 1
Kalyankumar Datta 1
James Davison 1
Susan Star 1
Quan Wang 1
Riccardo Ortale 1
Margaret Connell 1
Andreas Broschart 1
Abdul Shariff 1
Venkataraman Ramesh 1
Nicholas Evans 1
Jan Cernocku 1
Robert, Benjamin 1
Peter Lyngbæk 1
Almer Tigelaar 1
Gad Markovits 1
Christian Jensen 1
Gwang Jung 1
Gabriela Csurka 1
Stéphane Clinchant 1
Jianguo Wang 1
Xiaoguang Liu 1
Ana Cerdeira-Pena 1
Mark Steyvers 1
James Coombs 1
Jay Banerjee 1
Bruce Schuchardt 1
A Pathria 1
Siyu Qiu 1
Su Yan 1
Liu Wenyin 1
Chathra Hendahewa 1
Reijo Savolainen 1
Eero Sormunen 1
Paavo Arvola 1
Bradley Hartfield 1
Terry Winograd 1
Ronen Brafman 1
Wagner Meira 1
Bruno Pôssas 1
José Paramá 1
Mary Mccabe 1
Yutaka Kataoka 1
Stephen Smith 1
Andreas Rauber 1
Jacques Savoy 1
Colette Rolland 1
Ida Mele 1
Yonghong Tian 1
Shoaib Jameel 1
Jian Zhang 1
G Blake 1
Scott Moore 1
Liqun Ruan 1
Ralf Keller 1
M Papa 1
Paolo Ciaccia 1
Andreas Paepcke 1
Emmet Whitehead 1
Tianjun Fu 1
Jingjing Zhang 1
Ramesh Sankaranarayanan 1
Jörg Sander 1
Gary Katzenstein 1
Randy Pausch 1
Robert Jacob 1
Chihfong Tsai 1
Hong Yu 1
Jeffreyjunfeng Pan 1
Kevin Arthur 1
Colin Ware 1
Shumin Zhai 1
Stephen Wong 1
Daniel Weld 1
Chen Zhang 1
Bing Pan 1
Martha Szczur 1
Kenneth Grant 1
Michael Lesk 1
Rodrygo Santos 1
Alex Bocharov 1
Gabriele Tolomei 1
Kasim Candan 1
Mehmet Dönderler 1
Stefan Britts 1
Tiziano Fagni 1
Dawei Song 1
Wenhsiang Lu 1
Daniela Rus 1
Samuel Epstein 1
Johan Bollen 1
M Markus 1
T Waema 1
Karen Ruhleder 1
Nicholas Jennings 1
Aditya Parameswaran 1
Cristina Sernadas 1
Randolph McAfee 1
Andrew Whinston 1
Paul Klose 1
Kathryn McKinley 1
Anthony LaMarca 1
John Lamping 1
Nancy Tinkham 1
Robert Kraut 1
Chienchin Chen 1
Mingsyan Chen 1
Wendy Mackay 1
Kehchiang Yu 1
Giuseppe Amato 1
Tharam Dillon 1
Prasanna Ganesan 1
Takeshi Yoshioka 1
Cristiana Bolchini 1
Michael Shepherd 1
David Roach 1
David Losada 1
Leif Azzopardi 1
Daniel Dreilinger 1
Nikos Mamoulis 1
Paolo Boldi 1
Paul Lewis 1
Renato De Mori 1
Beat Wüthrich 1
Ellen Riloff 1
Dorée Seligmann 1
Dan Frankowski 1
Ben He 1
William Cooper 1
Yong Ge 1
Pablo Castells 1
George Mihaila 1
Aya Soffer 1
Maristella Agosti 1
Kareem Darwish 1
Mark Carter 1
Adam Cannane 1
Vittorio Giannini 1
Dennis Heimbigner 1
Sidney Harris 1
Weimao Ke 1
Haizhou Li 1
Pierangela Samarati 1
Yoram Singer 1
Wen Wu 1
Zhihua Zhou 1
Ilya Markov 1
Jimmyxiangji Huang 1
Chenghian Goh 1

Affiliation Paper Counts
Universidad de Santiago de Compostela 1
Fairleigh Dickinson University 1
University of Ottawa, Canada 1
University of Athens 1
University of Hawaii System 1
Masaryk University 1
University of Aarhus 1
The University of Georgia 1
Cisco Systems 1
University of Regina 1
Nortel Networks 1
University of Copenhagen 1
University of Patras 1
University of California System 1
New University of Lisbon 1
University of Electro-Communications 1
Miami University Oxford 1
California State University 1
International Computer Science Institute 1
Ghent University 1
York University Canada 1
Institute of Computer Science Crete 1
University of Nairobi 1
Institute for Cancer Research and Treatment, Candiolo 1
Universidad Francisco Marroquin 1
Adobe Systems Incorporated 1
National Security Agency 1
Yahoo Research Barcelona 1
OMRON Corporation 1
Acxiom Corporation 1
Universite de Lyon 1
MITRE Corporation 1
Norwegian University of Science and Technology 1
College of Charleston 1
INRIA Institut National de Rechereche en Informatique et en Automatique 1
Oregon State University 1
Institute of Information Science Academia Sinica Taiwan 1
University of Warsaw 1
Beihang University 1
University of Hawaii at Manoa 1
Sun Microsystems 1
Federal University of Uberlandia 1
University of Pavia 1
University of Brescia 1
University of Washington 1
Bentley College 1
Dalhousie University 1
Queen's University, Kingston 1
Radboud University Nijmegen 1
Philips Research 1
RWTH Aachen University 1
Yonsei University 1
Tilburg University 1
University of Otago 1
Florida Atlantic University 1
University of South Carolina 1
Wright State University 1
George Mason University 1
University of Magdeburg 1
University of Science and Technology of China 1
Chinese Academy of Sciences 1
Monash University 1
Iona College 1
University of Liverpool 1
Jadavpur University 1
Universite Paris 1 Pantheon-Sorbonne 1
State University of New York College at Oneonta 1
University of Toledo 1
University of Greenwich 1
Aalborg University 1
Pace University 1
Open University of Israel 1
University of Connecticut 1
Industrial Technology Research Institute of Taiwan 1
National Institute of Standards and Technology 1
Universite Claude Bernard Lyon 1 1
Oak Ridge National Laboratory 1
Roskilde University 1
University of Cincinnati 1
Rensselaer Polytechnic Institute 1
Nippon Telegraph & Telephone 1
Xidian University 1
University Michigan Ann Arbor 1
Swiss Federal Institute of Technology, Zurich 1
Lakehead University 1
University of Udine 1
Universidad de Vigo 1
Alcatel-Lucent 1
American Chemical Society 1
University of Oxford 1
Polytechnic Institute of Bari 1
San Francisco State University 1
Enel 1
University of Hamburg 1
University of New South Wales 1
Emerson College 1
University of Liege 1
Missouri Botanical Garden 1
Universite Pierre et Marie Curie 1
Florida State University 1
Instituto de Engenharia de Sistemas e Computadores Investigacao e Desenvolvimento em Lisboa 1
University of Neuchatel 1
University of Quebec System 1
Bar-Ilan University 1
Hefei University of Technology 1
University of Helsinki 1
University of Haifa 1
University of Victoria 1
Courant Institute of Mathematical Sciences 1
Princeton University 1
Claremont Graduate University 1
Deutsche Telekom 1
Towson University 1
University of Waikato 1
Xuzhou Normal University 1
Indian Institute of Technology, Kharagpur 1
University of Arkansas - Fayetteville 1
Instituto Superior Tecnico 1
University College Dublin 1
Korea University 1
Rice University 1
University of Insubria 1
Monterey Bay Aquarium Research Institute 1
Colby College 1
University of Houston 1
University of Pennsylvania 1
MIT Computer Science and Artificial Intelligence Laboratory 1
University of Koblenz-Landau 1
University of Turku 1
La Trobe University 1
Technical University in Braunschweig 1
Fujitsu 1
National Chung Cheng University 1
Institute of Information Science and Technologies, Pisa 1
AT&T Laboratories Florham Park 1
Vrije Universiteit Amsterdam 1
Alcatel-Lucent Bell Labs 1
Federal University of Mato Grosso do Sul 1
Colorado State University 1
University of Vermont 1
National Research Council Canada 1
University of Minnesota Duluth 1
Harvard University 1
University of Central Oklahoma 1
Santa Clara University 1
University of Newcastle, Australia 1
HP Labs 1
Dartmouth College 1
Queensland University of Technology 1
Ohio University Athens 1
University of Dublin, Trinity College 1
Technical University of Darmstadt 1
King's College London 1
University of Wollongong 1
Robert Gordon University 1
University of Turin 1
Fraunhofer Institute for Integrated Publication and Information Systems Institute 1
University of Windsor 1
Chemical Abstracts Service 1
Lehigh University 2
RAND Corporation 2
Queens College, City University of New York 2
University of Illinois 2
Mayo Clinic 2
Tel Aviv University 2
NASA Goddard Space Flight Center 2
University of Michigan-Dearborn 2
The University of Hong Kong 2
Hebrew University of Jerusalem 2
University of Sao Paulo 2
University of Maine 2
Tektronix Incorporated 2
CSIRO Mathematical and Information Sciences 2
University of Montreal 2
Tampere University of Technology 2
GM Research Lab 2
Fudan University 2
Avaya Inc. 2
Worcester Polytechnic Institute 2
Center for Mathematics and Computer Science - Amsterdam 2
Technical University of Berlin 2
BBN Technologies 2
Open University 2
INRIA Rhone-Alpes 2
National Chiao Tung University Taiwan 2
University of Texas at Austin 2
University of Massachusetts System 2
Drexel University 2
National Cheng Kung University 2
University of Louisiana at Lafayette 2
Weizmann Institute of Science Israel 2
The University of North Carolina System 2
Vienna University of Technology 2
Simon Fraser University 2
University of Wisconsin Milwaukee 2
University of Calabria 2
Xerox Research Centre Europe 2
University of Delaware 2
Waseda University 2
University of Iowa 2
University of Edinburgh 2
University of California, Los Angeles 2
University of Bologna 2
Universidad Europea de Madrid 2
Northeastern University 2
Ludwig Maximilian University of Munich 2
University of California, Santa Barbara 2
University of California, Riverside 2
University of Cambridge 2
Universite d'Avignon et des Pays du Vaucluse 2
California Institute of Technology 2
INRIA Rocquencourt 2
University of Sunderland 2
Shahid Beheshti University 2
Max Planck Institute for Informatics 3
University of Essex 3
Los Alamos National Laboratory 3
Google Inc. 3
University of Mannheim 3
The University of North Carolina at Charlotte 3
Universitat Politecnica de Catalunya 3
Australian National University 3
University of Kansas 3
University of Texas at Dallas 3
Georgia State University 3
Ca' Foscari University of Venice 3
University of Duisburg-Essen 3
Academia Sinica Taiwan 3
Carleton University 3
Hong Kong Institute of Education 3
Tianjin University 3
University of Reggio Calabria 3
Hewlett-Packard 3
Indiana University 3
Queen Mary, University of London 3
University College London 3
New Jersey Institute of Technology 3
Georgetown University 3
Cardiff University 3
Dublin City University 3
Shanghai Jiaotong University 3
University of Sydney 3
Universidad Autonoma de Madrid 3
Ben-Gurion University of the Negev 3
University of Illinois at Chicago 3
University of Miami 3
University of Bath 3
Syracuse University 3
University of California, San Diego 3
University of Nevada, Las Vegas 3
Pontifical Catholic University of Rio de Janeiro 3
Naval Postgraduate School 3
Nanjing University 3
National Center for Biotechnology Information 3
Aalto University 3
Federal University of Amazonas 4
University of Sheffield 4
University of Geneva 4
National Taiwan University 4
Delft University of Technology 4
Singapore Management University 4
Boston University 4
Binghamton University State University of New York 4
IBM 4
University of Strathclyde 4
Karlsruhe Institute of Technology, Campus South 4
EURECOM Ecole d'Ingenieurs & Centre de Recherche en Systemes de Communication 4
Columbia University 4
University of Roma La Sapienza 4
University of Jyvaskyla 4
Fondazione Ugo Bordoni 4
Microsoft Research Cambridge 4
University of Illinois at Urbana-Champaign 5
University of Minnesota System 5
The University of British Columbia 5
The University of Western Ontario 5
Polytechnic Institute of Turin 5
Brno University of Technology 5
City University of Hong Kong 5
University of Southern California, Information Sciences Institute 5
University of Pittsburgh 5
Nankai University 5
Georgia Institute of Technology 5
University of Technology Sydney 5
University of Utah 5
IBM Haifa Labs 5
Pohang University of Science and Technology 5
University of Lugano 6
Duke University 6
Brown University 6
Renmin University of China 6
University of Washington Seattle 6
Xerox Corporation 6
University of Twente 6
Sun Yat-Sen University 6
National Chiayi University 6
Johannes Kepler University Linz 6
University of Freiburg 6
University of Chicago 6
University of Alberta 6
University at Buffalo, State University of New York 6
University of Padua 7
National Library of Medicine 7
Ohio State University 7
University of California, Irvine 7
Purdue University 7
Universidad de Chile 7
Bilkent University 7
Italian National Research Council 7
University of Virginia 7
University of California, Berkeley 7
Tsinghua University 7
University of Dortmund 7
Institute for Infocomm Research, A-Star, Singapore 8
IBM Almaden Research Center 8
The University of North Carolina at Chapel Hill 8
Federal University of Minas Gerais 9
Rutgers University 9
Michigan State University 9
Illinois Institute of Technology 10
Arizona State University 10
Hong Kong Polytechnic University 10
Indian Statistical Institute, Kolkata 10
University of Milan 10
Pennsylvania State University 11
Nanyang Technological University 11
New York University 11
Universidad de A Coruna 11
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 11
University of Amsterdam 12
Cornell University 12
Hong Kong University of Science and Technology 12
Texas A and M University 13
Telcordia Technologies, Inc. 13
Microsoft 13
University of Melbourne 13
Virginia Tech 13
Microsoft Research Asia 13
University of Southern California 14
University of Colorado at Boulder 15
Carnegie Mellon University 15
University of Minnesota Twin Cities 15
University of Waterloo 16
University of Toronto 16
University of Southampton 16
University of Glasgow 18
Peking University 18
Technion - Israel Institute of Technology 18
Yahoo Research Labs 19
Microelectronics Computer Technology Corporation 20
RMIT University 20
Politecnico di Milano 20
University of Queensland 21
Stanford University 22
University of Tampere 23
Microsoft Research 23
University of Massachusetts Amherst 24
National University of Singapore 24
Massachusetts Institute of Technology 24
Palo Alto Research Center 24
Chinese University of Hong Kong 25
University of Arizona 27
IBM Thomas J. Watson Research Center 32
University of Maryland 34

ACM Transactions on Information Systems (TOIS)
Archive


2016
Volume 34 Issue 2, February 2016  Issue-in-Progress

2015
Volume 34 Issue 1, October 2015
Volume 33 Issue 4, May 2015
Volume 33 Issue 3, March 2015
Volume 33 Issue 2, February 2015
Volume 33 Issue 1, March 2015 Special Issue on Contextual Search and Recommendation

2014
Volume 32 Issue 4, October 2014
Volume 32 Issue 3, June 2014
Volume 32 Issue 2, April 2014
Volume 32 Issue 1, January 2014

2013
Volume 31 Issue 4, November 2013
Volume 31 Issue 3, July 2013
Volume 31 Issue 2, May 2013
Volume 31 Issue 1, January 2013

2012
Volume 30 Issue 4, November 2012
Volume 30 Issue 3, August 2012
Volume 30 Issue 2, May 2012
Volume 30 Issue 1, February 2012

2011
Volume 29 Issue 4, December 2011
Volume 29 Issue 3, July 2011
Volume 29 Issue 2, April 2011

2010
Volume 29 Issue 1, December 2010
Volume 28 Issue 4, November 2010
Volume 28 Issue 3, June 2010
Volume 28 Issue 2, May 2010
Volume 28 Issue 1, January 2010

2009
Volume 27 Issue 4, November 2009
Volume 27 Issue 3, May 2009
Volume 27 Issue 2, February 2009

2008
Volume 27 Issue 1, December 2008
Volume 26 Issue 4, September 2008
Volume 26 Issue 3, June 2008
Volume 26 Issue 2, March 2008

2007
Volume 26 Issue 1, November 2007
Volume 25 Issue 4, October 2007
Volume 25 Issue 3, July 2007
Volume 25 Issue 2, April 2007
Volume 25 Issue 1, February 2007

2006
Volume 24 Issue 4, October 2006
Volume 24 Issue 3, July 2006
Volume 24 Issue 2, April 2006
Volume 24 Issue 1, January 2006

2005
Volume 23 Issue 4, October 2005
Volume 23 Issue 3, July 2005
Volume 23 Issue 2, April 2005
Volume 23 Issue 1, January 2005

2004
Volume 22 Issue 4, October 2004
Volume 22 Issue 3, July 2004
Volume 22 Issue 2, April 2004
Volume 22 Issue 1, January 2004

2003
Volume 21 Issue 4, October 2003
Volume 21 Issue 3, July 2003
Volume 21 Issue 2, April 2003
Volume 21 Issue 1, January 2003

2002
Volume 20 Issue 4, October 2002
Volume 20 Issue 3, July 2002
Volume 20 Issue 2, April 2002
Volume 20 Issue 1, January 2002

2001
Volume 19 Issue 4, October 2001
Volume 19 Issue 3, July 2001
Volume 19 Issue 2, April 2001
Volume 19 Issue 1, Jan. 2001

2000
Volume 18 Issue 4, Oct. 2000
Volume 18 Issue 3, July 2000
Volume 18 Issue 2, April 2000
Volume 18 Issue 1, Jan. 2000

1999
Volume 17 Issue 4, Oct. 1999
Volume 17 Issue 3, July 1999
Volume 17 Issue 2, April 1999
Volume 17 Issue 1, Jan. 1999

1998
Volume 16 Issue 4, Oct. 1998
Volume 16 Issue 3, July 1998
Volume 16 Issue 2, April 1998
Volume 16 Issue 1, Jan. 1998

1997
Volume 15 Issue 4, Oct. 1997
Volume 15 Issue 3, July 1997
Volume 15 Issue 2, April 1997
Volume 15 Issue 1, Jan. 1997

1996
Volume 14 Issue 4, Oct. 1996
Volume 14 Issue 3, July 1996
Volume 14 Issue 2, April 1996
Volume 14 Issue 1, Jan. 1996

1995
Volume 13 Issue 4, Oct. 1995 Special issue on video information retrieval
Volume 13 Issue 3, July 1995
Volume 13 Issue 2, April 1995
Volume 13 Issue 1, Jan. 1995

1994
Volume 12 Issue 4, Oct. 1994
Volume 12 Issue 3, July 1994
Volume 12 Issue 2, April 1994 Special issue on social science perspectives on IS
Volume 12 Issue 1, Jan. 1994

1993
Volume 11 Issue 4, Oct. 1993
Volume 11 Issue 3, July 1993
Volume 11 Issue 2, April 1993
Volume 11 Issue 1, Jan. 1993

1992
Volume 10 Issue 4, Oct. 1992 Special issue on user interface software and technology
Volume 10 Issue 3, July 1992
Volume 10 Issue 2, April 1992
Volume 10 Issue 1, Jan. 1992

1991
Volume 9 Issue 4, Oct. 1991
Volume 9 Issue 3, July 1991 Special issue on research and development in information retrieval
Volume 9 Issue 2, April 1991 Special issue on computer—human interaction
Volume 9 Issue 1, Jan. 1991

1990
Volume 8 Issue 4, Oct. 1990
Volume 8 Issue 3, July 1990
Volume 8 Issue 2, Apr. 1990
Volume 8 Issue 1, Jan. 1990

1989
Volume 7 Issue 4, Oct. 1989
Volume 7 Issue 3, July 1989
Volume 7 Issue 2, April 1989
Volume 7 Issue 1, Jan. 1989

1988
Volume 6 Issue 4, Oct. 1988
Volume 6 Issue 3, July 1988
Volume 6 Issue 2, April 1988
Volume 6 Issue 1, Jan. 1988

1987
Volume 5 Issue 4, Oct. 1987
Volume 5 Issue 3, July 1987
Volume 5 Issue 2, April 1987
Volume 5 Issue 1, Jan. 1987

1986
Volume 4 Issue 4, Oct. 1986
Volume 4 Issue 3, July 1986 Special issue: selected papers from the conference on office information systems
Volume 4 Issue 2, April 1986
Volume 4 Issue 1, Jan. 1986

1985
Volume 3 Issue 4, Oct. 1985
Volume 3 Issue 3, July 1985
Volume 3 Issue 2, April 1985
Volume 3 Issue 1, Jan. 1985

1984
Volume 2 Issue 4, Oct. 1984
Volume 2 Issue 3, July 1984
Volume 2 Issue 2, April 1984
Volume 2 Issue 1, Jan. 1984

1983
Volume 1 Issue 4, Oct. 1983
Volume 1 Issue 3, July 1983
Volume 1 Issue 2, April 1983
Volume 1 Issue 1, Jan. 1983
 
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