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Swipe and Tell: Using Implicit Feedback to Predict User Engagement on Tablets

Further Insights on Drawing Sound Conclusions from Noisy Judgments

Sentence Relations for Extractive Summarization with Deep Neural Networks

Location Extraction from Social Media: Geoparsing, Location Disambiguation, and Geotagging

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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ACM Transactions on Information Systems (TOIS) is a scholarly journal that publishes previously unpublished high-quality scholarly articles in all areas of information retrieval.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
Brotli: A general-purpose data compressor

Brotli is an open-source general-purpose data compressor introduced by Google in late 2013, and now adopted in most known browsers and Web servers. It is publicly available on GitHub and its data format has been publicized in July 2016 as RFC 7932. Brotli is based on the Lempel-Ziv's compression scheme and planned as a generic replacement of GZIP and ZLIB. The main goal in its design was to compress data on Internet, which meant optimizing the resources used at decoding time, while achieving maximal compression density. This paper is intended to provide the first thorough, systematic description of the Brotli-format as well as a detailed computational and experimental analysis of the main algorithmic blocks underlying the current encoder implementation, together with a comparison against compressors of different families constituting the state-of-the-art either in practice or in theory. This treatment will allow us to raise a set of new algorithmic and software-engineering problems which deserve further attention from the scientific community.

Factors Influencing Users' Information Requests: Medium, Target, and Extra-topical Dimension

We investigate how two factors influence the way people formulate information requests. Our first factor, medium, considers whether the request is produced using text or voice. Our second factor, target, considers whether the request is intended for a search engine or a human search intermediary. In particular, we study how these two factors influence the way people formulate requests in situations where the information need has a specific type of extra-topical dimension. We focus on six extra-topical dimensions: (1) domain knowledge, (2) viewpoint, (3) experiential, (4) venue location, (5) source location, and (6) temporal. We analyzed information requests gathered through a crowdsourced study and address three research questions. We study the effects of our two factors (medium and target) on: (RQ1) participants' perceptions about their information requests, (RQ2) the different characteristics of their information requests (e.g., natural language structure, retrieval performance), and (RQ3) participants' strategies for requesting information when the search task has a specific type of extra-topical dimension. Our results found that both factors influenced participants' perceptions about their own information requests, the characteristics of participants' requests, and the strategies used by participants to request information matching the extra-topical dimension. Our results call for future research on retrieval algorithms that can effectively harness (rather than ignore) extra-topical query-terms.

Shallow and Deep Syntactic/Semantic Structures for Passage Reranking in Question Answering Systems

In this paper, we extensively study the use of syntactic and semantic structures obtained with shallow and full syntactic parsers for answer passage reranking. We propose several dependency and constituent-based structures, also enriched with Linked Open Data (LD) knowledge to represent pairs of questions and answer passages. We encode such tree structures in learning to rank (L2R) algorithms using tree kernels, which project them in a tree substructure space, where each dimension represents a powerful syntactic/semantic feature. Additionally, since we define links between structures, tree kernel space also include relational features spanning question and passage structures. Our findings can be useful to build state-of-the-art systems: (i) relational syntactic structures are essential to achieve the state of the art; (ii) full syntactic dependencies can outperform shallow models; (iii) external knowledge obtained with specialized classifiers such as focus and question classification is very effective; and (ii) the semantic information derived by LD and incorporated in syntactic structures can be used to replace specific knowledge classifiers: this is a remarkable advantage with wide coverage. We demonstrate our findings by carrying out an extensive comparative experimentation on two different TREC QA corpora and WikiQA, a recent corpus widely used to test sentence rerankers.

Product-based Neural Networks for User Response Prediction over Multi-field Categorical Data

User response prediction is a crucial component for personalized information retrieval and filtering scenarios, such as online advertising, recommender system, and web search. The data in user response prediction is mostly in a multi-field categorical format and transformed into a sparse binary representation via one-hot encoding. Due to the sparsity problems in representation and training, most research has been focused on shallow models and feature engineering. During the recent 3 years, deep neural networks (DNNs) have attracted research attention on such a problem for their high capacity and end-to-end training scheme, but their learning difficulties have not been well studied. In this paper, we study the difficulties of user response prediction in the scenario of click prediction. We first refine the latent patterns in multi-field categorical data as field-aware feature interactions and propose kernel product to tackle problems in feature representations. Then we propose Product-based Neural Networks (PNNs), which incorporate product layers to learn such interactions. Generalizing the product layer to a net-in-net architecture, we propose Product-network In Network (PIN) to seamlessly incorporate the previous models. Extensive experiments on 4 large-scale real-world click datasets demonstrate that PNNs consistently outperform 7 baselines and state-of-the-art models on various metrics.

Location-aware Influence Maximization over Dynamic Social Streams

Influence maximization (IM), which selects a set of k seeds to maximize the influence spread over a social network, is a fundamental problem in a wide range of applications. Most existing IM algorithms are static and location-unaware. They cannot provide high-quality seeds efficiently when the social network evolves rapidly and IM queries are location-aware. To address the problems, we define the Stream Influence Maximization (SIM) and Location-aware SIM (LSIM) query to track influencers over social streams. SIM adopts the sliding window model and maintains a set of k seeds with the largest influence over recent social actions. LSIM further considers social actions are associated with geo-tags and identifies a seed set for a query region over geo-tagged social streams. We propose the Sparse Influential Checkpoints (SIC) and Location-based SIC (LSIC) framework for SIM and LSIM query processing respectively. The SIC framework keeps a logarithmic number of influential checkpoints w.r.t. the window size and maintains an approximate solution for SIM. The LSIC framework integrates a spatial index with SIC and answers both ad-hoc and continuous LSIM queries with the same approximation ratio. Experimental results on real-world datasets confirm the effectiveness and efficiency of the proposed frameworks against the state-of-the-art IM algorithms.

From Question to Text: Question-Oriented Feature Attention for Answer Selection

Understanding unstructured texts is an essential skill for human beings as it enables knowledge acquisition. Although understanding unstructured texts is easy for we human beings with good education, it is a great challenge for machines. Recently, with the rapid development of artificial intelligence techniques, researchers put efforts to teach machines to understand texts, and justify the educated machines by letting them solve the questions upon the given unstructured texts, inspired by the reading comprehension test as we human do. However, feature effectiveness with respect to different questions significantly hinders the performance of answer selection, because different questions may focus on various aspects of the given text. Moreover, the correct answer is usually inferred according to multiple sentences in the text. In order to solve these problems, we propose a question-oriented feature attention mechanism to emphasize useful features according to the given question. These weighted features from multiple sentences are then merged together with a cross-sentence max pooling to joint consider information in multiple sentences. And the generated representations are finally used to infer the correct answer. Experiments on the MCTest dataset have well-validated the effectiveness of the proposed method. As a byproduct, we released all the involved codes, data, and parameters to facilitate other researchers.

Binary Sketches for Secondary Filtering

Efficient object retrieval based on a generic similarity is a fundamental problem in information retrieval. We focus on queries by example, which retrieve the most similar objects to query object q. We propose an enhancement of techniques working on the filter and refine paradigm. The filtering phase identifies objects likely to be similar to q. During the refinement, these objects are accessed and their similarity to q is evaluated. Problem valid for current datasets is, that a lot of non-relevant objects usually remain after filtering. We propose the secondary filtering, that further reduces the number of objects to be refined while almost preserving the quality of query result. It is based on sketches - compact bit strings compared by the Hamming distance. Our approach to identify objects to be filtered out by sketches is based on a probabilistic model, which describes relationships between similarities of objects and sketches. The secondary filtering thus efficiently identifies non-relevant objects which remain after primary filtering, and we suggest a mechanism to tune the trade-off between its accuracy and effectiveness. The main advantage of our technique is its wide applicability. It can be easily incorporated into any arbitrary filter and refine technique for similarity search.

Neural Vector Spaces for Unsupervised Information Retrieval

We propose the Neural Vector Space Model (NVSM), a method that learns representations of documents in an unsupervised manner for news article retrieval. In the NVSM paradigm, we learn low-dimensional representations of words and documents from scratch using gradient descent and rank documents according to their similarity with query representations that are composed from word representations. We show that NVSM performs better at document ranking than existing latent semantic vector space methods. The addition of NVSM to a mixture of lexical language models and a state-of-the-art baseline vector space model yields a statistically significant increase in retrieval effectiveness. Consequently, NVSM adds a complementary relevance signal. Next to semantic matching, we find that NVSM performs well in cases where lexical matching is needed. NVSM learns a notion of term specificity directly from the document collection without feature engineering. We also show that NVSM learns regularities related to Luhn significance. Finally, we give advice on how to deploy NVSM in situations where model selection (e.g., cross-validation) is infeasible. We find that an unsupervised ensemble of multiple models trained with different hyperparameter values performs better than a single cross-validated model. Therefore, NVSM can safely be used for ranking documents without supervised relevance judgments.

A Deep Bayesian Tensor Based System for Video Recommendation

With the availability of abundant online multi-relational video information, recommender systems that can effectively exploit these sorts of data and suggest creatively interesting items will become increasingly important. Recent research illustrates that tensor models offer effective approaches for complex multi-relational data learning and missing element completion. So far, most tensor-based clustering has focused on accuracy. Given the dynamic nature of online media, recommendation in this setting is more challenging, as it is difficult to capture the users' dynamic topic distributions in sparse data settings. Targeting at constructing a recommender system that can compromise between accuracy and creativity, a deep Bayesian probabilistic tensor framework for tag and item recommendation is proposed. Based on the Canonical PARAFAC (CP) decomposition, a Bayesian multi-layer factorization is imposed on the mode factor matrix to find a more compact representation. During the score ranking processes, a metric called Bayesian surprise is incorporated to increase the creativity of the recommended candidates. The new algorithm is evaluated on both synthetic and large-scale real-world problems. An empirical study for video recommendation demonstrates the superiority of the proposed model and indicates that it can better capture the latent patterns of interactions and generates interesting recommendations based on creative tag combinations.

Interactive Intent Modeling for Exploratory Search

Exploratory search requires the system to assist the user in comprehending the information space, and expressing evolving search intents for iterative exploration and retrieval of information. We introduce interactive intent modeling, a technique that models a user's evolving search intents and visualizes them as keywords for interaction. The user can provide feedback on the keywords, from which the system learns and visualizes an improved intent estimates and retrieves information. We report experiments comparing variants of a system implementing interactive intent modeling to a control system. Data comprising of search logs, interaction logs, essay answers, and questionnaires indicate significant improvements in task performance, session-level information retrieval performance, information comprehension performance and user experience. The improvements retrieval effectiveness can be attributed to the intent modeling, but the effect on users' task performance, breadth of information comprehension, and user experience are shown to be dependent on a richer visualization. Our results demonstrate the utility of combining interactive modeling of search intentions with interactive visualization of the models that can benefit both directing the exploratory search process and making sense of the information space. Our findings can help design personalized systems that support exploratory information seeking and discovery of novel information.

Personalized Context-Aware Point of Interest Recommendation

Personalized recommendation of point-of-interests plays a key role in satisfying users on location-based social networks. In this paper, we propose a probabilistic model to find the mapping between user-annotated tags and locations' taste keywords. Furthermore, we introduce a dataset on locations' contextual appropriateness and demonstrate its usefulness in predicting the contextual relevance of locations. We investigate four approaches to use our proposed mapping for addressing the data sparsity problem: one model to reduce the dimensionality of location taste keywords and three models to predict user tags for a new location. Moreover, we present different scores calculated from multiple LBSNs and show how we incorporate new information from the mapping into a POI recommendation approach. Then, the computed scores are integrated using learning to rank techniques. The experiments on two TREC datasets show the effectiveness of our approach, beating state-of-the-art methods.

Efficient Learning-Based Recommendation Algorithms for Top-N Tasks and Top-N Workers in Large-Scale Crowdsourcing Systems

The task and worker recommendation problems in crowdsourcing systems have brought up unique characteristics that are not present in traditional recommendation scenarios, i.e., the huge flow of tasks with short lifespans, the importance of workers' capabilities, and the quality of completed tasks. These unique features make traditional recommendation approaches no longer satisfactory for task and worker recommendation in crowdsourcing systems. In this article, we propose a two-tier data representation scheme (defining a worker-category suitability score and a worker-task attractiveness score) to support personalized task and worker recommendation. We also extend two optimization methods, namely least mean square error and Bayesian personalized rank in order to better fit the characteristics of task/worker recommendation in crowdsourcing systems. We then integrate the proposed representation scheme and the extended optimization methods along with the two adapted popular learning models, i.e., matrix factorization and kNN, and result in two lines of top-N recommendation algorithms for crowdsourcing systems: (1) Top-N-Tasks (TNT) recommendation algorithms for discovering the top-N most suitable tasks for a given worker, and (2) Top-N-Workers (TNW) recommendation algorithms for identifying the top-N best workers for a task requester. Extensive experimental study is conducted that validates the effectiveness and efficiency of a broad spectrum of algorithms, accompanied by our analysis and the insights gained.

Learning to Adaptively Rank Document Retrieval System Configurations

Information Retrieval systems involve a large number of parameters. For example, a system may choose from a set of possible retrieval models, or various query expansion parameters, whose values greatly influence the retrieval effectiveness. Traditionally, these parameters are set at system level based on training queries, and then used for different queries. We observe that it may not be easy to set all these parameters separately since they can be dependent. In addition, a global setting for all queries may not best fit all individual queries. The parameters should be set according to these characteristics. We propose a novel approach to tackle this problem by dealing with the entire system configurations instead of selecting a single parameter at a time. The selection of the best configuration is cast as a problem of ranking different possible configurations given a query using learning-to-rank (LTR). We exploit both the query features and the system configuration features in the LTR method, so that the selection of configuration is query-dependent. The experiments we conducted on four TREC ad-hoc collections show that this approach significantly outperforms the traditional method to tune system configuration globally. We also show that query expansion features are among the most important.

How does Domain Expertise Affect User's Search Interaction and Outcome in Exploratory Search?

People often conduct exploratory search to explore unfamiliar information space and learn new knowledge. While supporting the highly dynamic and interactive exploratory search is still challenging for the search system, we want to investigate which factors can make the exploratory search successful and satisfying from the user's perspective. Previous research suggests that domain experts have different search strategies and are more successful in finding domain-specific information, but how domain expertise level will influence user's interaction and search outcomes in exploratory search, especially in different knowledge domains, is still unclear. In this work, via a carefully designed user study that involves 30 participants, we investigate the influence of domain expertise levels on the interaction and outcome of exploratory search in three different domains: environment, medicine, and politics. We record participants' search behaviors, including their explicit feedbacks and eye fixation sequences, in a laboratory setting. With this dataset, we identify both domain-independent and domain-dependent effects on user behaviors and search outcomes. Our results extend existing research on the effect of domain expertise in search and suggest different strategies for exploiting domain expertise to support exploratory search in different knowledge domains.

Bibliometrics

Publication Years 1983-2018
Publication Count 714
Citation Count 21955
Available for Download 714
Downloads (6 weeks) 4573
Downloads (12 Months) 40877
Downloads (cumulative) 788902
Average downloads per article 1105
Average citations per article 31
First Name Last Name Award
Mark S Ackerman ACM Fellows (2013)
Charu Chandra Aggarwal ACM Fellows (2013)
Ricardo A Baeza-Yates ACM Fellows (2009)
Hal Berghel Outstanding Contribution to ACM Award (2000)
ACM Fellows (1998)
ACM Distinguished Service Award (1996)
Elisa Bertino ACM Fellows (2003)
Alan W Biermann ACM Fellows (2000)
Daniel Bobrow ACM Fellows (1994)
ACM Software System Award (1992)
ACM Programming Systems and Languages Paper Award (1974)
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Alan H Borning ACM Fellows (2001)
Stuart K. Card ACM Fellows (2000)
David Carmel ACM Distinguished Member (2016)
John Carroll ACM Fellows (2003)
Carlos A. Castillo ACM Senior Member (2014)
Hsinchun Chen ACM Fellows (2015)
Ming-Syan Chen ACM Fellows (2006)
Charles L A Clarke ACM Distinguished Member (2015)
Fabio Crestani ACM Senior Member (2009)
Bruce Croft ACM Fellows (1997)
Ernesto Damiani ACM Distinguished Member (2008)
Paul Dourish ACM Fellows (2015)
Susan T Dumais ACM Athena Lecturer Award (2014)
ACM Fellows (2006)
Clarence A Ellis ACM Fellows (1998)
Ahmed Elmagarmid ACM Fellows (2012)
ACM Distinguished Member (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
ACM Fellows (2000)
Christos Faloutsos ACM Fellows (2010)
Elena Ferrari ACM Distinguished Member (2011)
Gerhard Fischer ACM Fellows (2009)
Edward Fox ACM Fellows (2017)
Ophir Frieder ACM Fellows (2005)
Alvaro Barreiro Garcia ACM Senior Member (2009)
Hector Garcia-Molina ACM Fellows (1997)
Lee Giles ACM Fellows (2006)
Calvin C. Gotlieb Outstanding Contribution to ACM Award (2011)
ACM Presidential Award (2002)
ACM Fellows (1994)
Georg Gottlob ACM Fellows (2007)
Irene Greif ACM Fellows (1997)
Jonathan Grudin ACM Fellows (2012)
Laura M Haas ACM Fellows (2006)
Wendy Hall Outstanding Contribution to ACM Award (2014)
ACM Fellows (2010)
Jiawei Han ACM Fellows (2003)
Jonathan L Herlocker ACM Software System Award (2010)
Djoerd Hiemstra ACM Senior Member (2009)
Eric Horvitz ACM AAAI Allen Newell Award (2015)
ACM Fellows (2014)
Xian-Sheng Hua ACM Distinguished Member (2015)
ACM Senior Member (2009)
Tiejun Huang ACM Senior Member (2013)
Xiangji Huang ACM Distinguished Member (2017)
ACM Senior Member (2016)
Yannis E Ioannidis ACM Fellows (2004)
Robert J.K. Jacob ACM Fellows (2016)
Bernard Jansen ACM Senior Member (2017)
Matthias Jarke ACM Fellows (2013)
Christian S. Jensen ACM Fellows (2011)
Thorsten Joachims ACM Fellows (2014)
Min-Yen Kan ACM Senior Member (2009)
David Karger ACM Fellows (2009)
ACM Doctoral Dissertation Award (1994)
Won Kim ACM Distinguished Service Award (2001)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM Fellows (2013)
ACM Prize in Computing (2008)
Joseph A Konstan ACM Software System Award (2010)
ACM Fellows (2008)
ACM Distinguished Member (2006)
Wessel Kraaij ACM Distinguished Member (2017)
ACM Senior Member (2007)
Robert Kraut ACM Fellows (2011)
Michael E Lesk ACM Fellows (1996)
Yiqun Liu ACM Senior Member (2016)
Raymond A Lorie ACM Fellows (2000)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
David E. Losada ACM Senior Member (2011)
Robert Luk ACM Senior Member (2007)
Yoelle Maarek ACM Fellows (2013)
ACM Distinguished Member (2010)
Jock D Mackinlay ACM Distinguished Member (2013)
David Maier ACM Fellows (1998)
Gary Marchionini ACM Senior Member (2008)
Satoshi Matsuoka ACM Fellows (2011)
ACM Gordon Bell Prize
Tokyo Institute of Technology (2011)
Kathryn S McKinley ACM Fellows (2008)
ACM Distinguished Member (2006)
ACM Senior Member (2006)
Tao Mei ACM Distinguished Member (2016)
ACM Senior Member (2012)
Stuart Edward Middleton ACM Senior Member (2014)
George Andrei Mihaila ACM Senior Member (2008)
Bradley N Miller ACM Software System Award (2010)
Eliot Moss ACM Fellows (2007)
Brad A Myers ACM Fellows (2005)
Mario A Nascimento ACM Senior Member (2007)
Hwee Tou Ng ACM Distinguished Member (2010)
Dianne P O'Leary ACM Distinguished Member (2006)
ACM Fellows (2006)
Gary M Olson ACM Fellows (2007)
Judith S Olson ACM Athena Lecturer Award (2011)
ACM Fellows (2008)
M. Tamer Ozsu ACM Fellows (2006)
Randy Pausch ACM Fellows (2007)
ACM Karl V. Karlstrom Outstanding Educator Award (2007)
David Peleg ACM Fellows (2016)
David M Pennock ACM Senior Member (2006)
Manuel A. Perez-Quinones ACM Senior Member (2017)
Roy F Rada ACM Fellows (1995)
Vijay V Raghavan ACM Distinguished Member (2012)
Venkat P Rangan ACM Fellows (1998)
Paul J Resnick ACM Software System Award (2010)
John T Riedl ACM Software System Award (2010)
ACM Fellows (2009)
ACM Distinguished Member (2007)
George G Robertson ACM Fellows (2001)
S E Robertson ACM Fellows (2013)
Michael Rung-Tsong Lyu ACM Fellows (2015)
Daniela Rus ACM Fellows (2014)
Mehran Sahami ACM Presidential Award (2014)
Fabio A. Schreiber ACM Senior Member (2012)
Robert P. Schumaker ACM Senior Member (2012)
Dennis E Shasha ACM Fellows (2013)
Frank Shipman ACM Distinguished Member (2009)
Ben Shneiderman ACM Fellows (1997)
Padhraic Smyth ACM Fellows (2013)
Michael Stonebraker ACM A. M. Turing Award (2014)
ACM Fellows (1994)
ACM Software System Award (1988)
Jie Tang ACM Senior Member (2017)
Richard N Taylor ACM Fellows (1998)
Jaime Teevan ACM Senior Member (2012)
Douglas B Terry ACM Fellows (2008)
Loren Terveen ACM Distinguished Member (2009)
Frank Wm Tompa ACM Fellows (2010)
C J Van Rijsbergen ACM Fellows (2003)
Ellen M Voorhees ACM Distinguished Member (2009)
Roy Want ACM Fellows (2005)
Michele Weigle ACM Senior Member (2017)
Daniel Weld ACM Fellows (2005)
Kyu-Young Whang ACM Fellows (2009)
Steve Whittaker ACM Fellows (2014)
Jennifer Widom ACM Athena Lecturer Award (2015)
ACM Fellows (2005)
Terry Winograd ACM Fellows (2009)
Ian Witten ACM Fellows (1996)
Xing Xie ACM Senior Member (2010)
Hui Xiong ACM Distinguished Member (2014)
ACM Senior Member (2010)
Qiang Yang ACM Fellows (2017)
ACM Distinguished Member (2011)
Akinori Yonezawa ACM Fellows (1999)
Philip S Yu ACM Fellows (1997)
Stanley Zdonik ACM Fellows (2006)
Shumin Zhai ACM Fellows (2010)
ACM Distinguished Member (2006)
Zhi-Hua Zhou ACM Fellows (2016)
ACM Distinguished Member (2013)
ACM Senior Member (2011)
Zhi-Hua Zhou ACM Fellows (2016)
ACM Distinguished Member (2013)
ACM Senior Member (2011)

First Name Last Name Paper Counts
Tatseng Chua 12
William Croft 9
Maarten De Rijke 8
Hsinchun Chen 8
Justin Zobel 8
Norbert Fuhr 7
Bin Cui 7
Oren Kurland 6
Gonzalo Navarro 6
Stavros Christodoulakis 6
Waynexin Zhao 6
Alistair Moffat 6
Hector Garcia-Molina 6
Hengtao Shen 6
Kalervo Järvelin, 5
Dennis Tsichritzis 5
Liqiang Nie 5
Zi Huang 5
John Gould 5
Thomas, Malone 5
Roger King 5
John Leggett 4
Mark Sanderson 4
Jianyun Nie 4
Ophir Frieder 4
Prasenjit Mitra 4
Dennis McLeod 4
Fausto Rabitti 4
Raffaele Perego 4
Susan Dumais 4
Ricardo Baeza-Yates 4
Hugh Williams 4
Ahmed Abbasi 4
Kamfai Wong 4
Chengxiang Zhai 4
Falk Scholer 4
Fabio Crestani 4
Ryen White 4
Jimmy Lin 4
Wai Lam 4
Swapan Parui 3
Nicola Ferro 3
Luis Gravano 3
Dawei Song 3
Craig Macdonald 3
Joseph Konstan 3
Alexander Tuzhilin 3
Abdur Chowdhury 3
Amihai Motro 3
Elisa Bertino 3
Hongzhi Yin 3
Kumyew Lai 3
Heikki Keskustalo 3
Robert Luk 3
Matthias Jarke 3
Luo Si 3
Fabrizio Silvestri 3
Salvatore Orlando 3
Kuilam Kwok 3
Xiaofang Zhou 3
Roy Rada 3
Henry Gladney 3
Marjan Celikik 3
Xing Xie 3
Christos Faloutsos 3
Ge Nong 3
Nieves Brisaboa 3
Dongxiang Zhang 3
Eric Horvitz 3
Iadh Ounis 3
Fernando Diaz 3
Stuart Middleton 3
Nívio Ziviani 3
Jirong Wen 3
Abraham Bookstein 3
David Carmel 3
Edleno De Moura 3
Xiaojun Wan 3
Cornelis Van Rijsbergen 3
Pavel Zezula 3
Shmuel Klein 3
Simon Gibbs 3
William Cohen 3
Jamie Callan 3
Gary Marchionini 3
Ben Shneiderman 3
Hannah Bast 3
Liqiang Nie 3
Fred Damerau 2
Nick Craswell 2
Rossano Venturini 2
Emine Yilmaz 2
Xiangji Huang 2
Nigel Shadbolt 2
Edward Dang 2
Hui Yang 2
Tieyan Liu 2
Elena Baralis 2
Paolo Garza 2
Lucy Suchman 2
Chirag Shah 2
Christopher Higgins 2
Joemon Jose 2
Hanghang Tong 2
Katsumi Tanaka 2
Claudio Carpineto 2
Nicole Yankelovich 2
Nat Ballou 2
Zhiping Gu 2
Wenhui Zhang 2
Antonio Siochi 2
Scott Hudson 2
Fiana Raiber 2
Shipeng Li 2
Steven Beitzel 2
Waihong Chan 2
Shane Culpepper 2
Mansur Kabuka 2
Jonathan Grudin 2
Özgür Ulusoy 2
Frederick Lochovsky 2
John Riedl 2
Lillian Lee 2
Ian Ruthven 2
Stefan Siersdorfer 2
Frank Tompa 2
Zhiting Hu 2
Darrell Woelk 2
Jian Cao 2
Ronny Lempel 2
Filip Radlinski 2
Hui Xiong 2
Ido Guy 2
Benjamin Piwowarski 2
Gautam Pant 2
Charles Wiecha 2
Jiaul Paik 2
Mandar Mitra 2
Sakti Pramanik 2
Hochung Wu 2
Mark Chignell 2
Tao Mei 2
Eric Jensen 2
Seungwon Hwang 2
Vijay Raghavan 2
Alan Hevner 2
Raymond Panko 2
Essam El-Kwae 2
Warren Greiff 2
Massimo Melucci 2
Yong Yu 2
Manolis Koubarakis 2
Nicola Tonellotto 2
Marcel Reinders 2
Stanley Zdonik 2
Edward Fox 2
Irwin King 2
Neil Rowe 2
Jianguo Xiao 2
Hongyan Liu 2
Letizia Tanca 2
Dimitris Papadias 2
Susan Gauch 2
Eepeng Lim 2
Jiantao Sun 2
Pável Calado 2
Giovanni Romano 2
Richard Furuta 2
Robert Capra 2
Jorge Garza 2
Won Kim 2
Kianlee Tan 2
Tao Tao 2
Shangsong Liang 2
Stephen Boies 2
Randall Trigg 2
Hideki Koike 2
Hady Lauw 2
Jiashu Zhao 2
Lidong Bing 2
Pasquale Savino 2
Kotagiri Ramamohanarao 2
Qiang Zhu 2
David Hawking 2
Carson Woo 2
Brian Cooper 2
William Webber 2
Hong Cheng 2
Ling Feng 2
Paolo Paolini 2
David Hicks 2
Michael Lyu 2
Weiyi Meng 2
Laurence Park 2
Keke Chen 2
Sudha Ram 2
Clyde Giles 2
Padmini Srinivasan 2
Raymond Lau 2
Nicholasjing Yuan 2
Jie Tang 2
Jaime Teevan 2
Guandong Xu 2
Huanbo Luan 2
Jialie Shen 2
Berthier Ribeiro-Neto 2
David Vallet 2
Piero Fraternali 2
Anna Shtok 2
Sanda Harabagiu 2
Wanda Orlikowski 2
Zongyang Ma 2
Thorsten Joachims 2
Mark Carman 2
Daniel Zeng 2
Howard Turtle 2
Barbara Pernici 2
Zhaohui Zheng 2
Arjen De Vries 2
Clayton Lewis 2
Leefeng Chien 2
Gordon Cormack 2
Gediminas Adomavicius 2
Jaana Kekäläinen 2
Roi Blanco 2
Symeon Papadopoulos 2
Carmel Domshlak 2
Milad Shokouhi 2
Mounia Lalmas 2
Yoelle Maarek 2
Claudio Lucchese 2
Liang Hu 2
Dongxiang Zhang 2
Peter Bruza 2
William Jones 2
Jinxi Xu 2
Antonio Fariña, 2
Shibing Yao 2
İsmail Altıngövde 2
Ronan Cummins 2
John Mylopoulos 2
Qiang Yang 2
Anthony Kaye 2
John Schnase 2
Dou Shen 2
Jennifer Widom 2
Paul Stotts 2
Longbing Cao 2
Charles Clarke 2
Jun Ma 2
George Fitzmaurice 2
Aixin Sun 2
Maria Fugini 2
Olivia Sheng 2
Andrew Trotman 2
Douglas Terry 2
Fazli Can 2
John Carroll 2
Loren Terveen 2
Robert Krovetz 2
Rong Jin 2
Panagiotis Ipeirotis 2
Edward Chang 2
Rodrygo Santos 2
Juanzi Li 2
Zhaochun Ren 2
Gao Cong 2
Quan Yuan 2
Mary Rosson 1
Jian 1
Xing Xie 1
Xuan Song 1
Senzhang Wang 1
Xin Li 1
Aleksandr Farseev 1
Haoyu Wang 1
Jason Hong 1
Paulo Masiero 1
Marcelo Turine 1
Vasilis Delis 1
Peter Sander 1
Andreas Oberweis 1
Maarten Marx 1
Yuexian Hou 1
Jennifer Eberhardt 1
Javed Mostafa 1
Xiaofeng Zhu 1
Yizhou Sun 1
Bradley Skaggs 1
Hongwei Liang 1
Wassim El-Hajj 1
Khaled Shaban 1
Minlie Huang 1
Kai Chen 1
Jianhua He 1
Yi Zhou 1
Sai Wu 1
Kazem Taghva 1
Hweetou Ng 1
Peter Bailey 1
Jiawei Han 1
Jerry Farrell 1
Célia Dos Santos 1
Carole Hafner 1
Hongjian Yang 1
Deborah Estrin 1
Ali Vardasbi 1
Jonathan Cohen 1
Timo Raita 1
Michael Stonebraker 1
Sholom Weiss 1
Woojin Paik 1
Wendy Lehnert 1
Anne Loomis 1
Bernard Haan 1
Mark Green 1
Anthony Bolmarcich 1
Gianni Amati 1
S Suthasinekul 1
Padhraic Smyth 1
Javier Tejedor 1
Igor Szöke 1
Thorsten Hartmann 1
Rebecca Grant 1
Pete Burnap 1
Rob Procter 1
Matthew Williams 1
William Housley 1
Solomon Shimony 1
David Pennock 1
Steffen Heinz 1
Franca Garzotto 1
Ron Szabo 1
Michael Siegel 1
John Tait 1
Jie Yin 1
Jack Conrad 1
Kieran McDonald 1
Rui Li 1
Kazutoshi Umemoto 1
Wei Ai 1
Jian Tang 1
Maosong Sun 1
Nitesh Chawla 1
Jianping Cao 1
Xiaochi Wei 1
Shunxiang Wu 1
Charles McClellan 1
Frank Safayeni 1
Carolyn Crouch 1
Wolfgang Effelsberg 1
Thomas Little 1
Krysta Svore 1
Jian Su 1
Xiaobing Xue 1
Bart Dhoedt 1
Ramy Baly 1
Stephen Hanson 1
Douglas Vogel 1
Radford Neal 1
Xiaohui Xie 1
Zhongchen Miao 1
Wenjun Zhang 1
Bo Hu 1
Peng Cui 1
Azhar Alhindi 1
Nicholas Belkin 1
Michael Bendersky 1
Einat Minkov 1
Colette Rolland 1
Alasdair Thomason 1
Zhong Su 1
Shanshan Huang 1
W Edwards 1
Paul Dourish 1
Ettore Ritacco 1
Richard Sproat 1
Ron Sacks-Davis 1
Martti Juhola 1
Lorraine Normore 1
Richard Entlich 1
Qi Liu 1
David De Roure 1
Jian Zhang 1
Snehasis Mukhopadhyay 1
Rafi Nachmias 1
David Elsweiler 1
Mark Baillie 1
Christina Lioma 1
Manuel Gomez-Rodriguez 1
Nan Du 1
Keunho Ryu 1
Eric Nyberg 1
N Vujovic 1
Dragana Brzakovic 1
Uffe Wiil 1
Geoff Walsham 1
Michael Mayo 1
Gang Hu 1
Berkant Cambazoglu 1
Ellen Voorhees 1
Zhuoxiang Chen 1
Minyen Kan 1
ShiHuo Chang 1
Sadegh Kharazmi 1
Yi Chang 1
Fatemeh Zahedi 1
Hongtai Chou 1
David Maier 1
Yariv Aridor 1
Hongfei Yan 1
Shengqing Hu 1
Seunghoon Na 1
Mengren Qian 1
Rui Chen 1
Jiwei Tan 1
David Peleg 1
Mark Weal 1
Wendy Hall 1
Norman Delisle 1
Stan Lanning 1
Philip Wu 1
Anders Bjornerstedt 1
Pengjie Ren 1
ZhuMin Chen 1
Klaas Nelissen 1
Dan Moldovan 1
Dave Straube 1
ChengSeen Ho 1
Wop Nawijn 1
Chris Fox 1
Feza Baskaya 1
James Gerlach 1
Lucia Vadicamo 1
Teekiah Chia 1
Hengtao Shen 1
Altigran Da Silva 1
Azadeh Shakery 1
Naama Zwerdling 1
Elaine Marsh 1
Takahiro Hara 1
Jiawei Jiang 1
Bin Cui 1
Xiang Wang 1
Brad Myers 1
Adele Howe 1
Heidi Stettner 1
Tim Bray 1
Maria Theodoridou 1
Djoerd Hiemstra 1
Meng Wang 1
Ofer Bergman 1
Sergej Sizov 1
A Dong 1
David Karger 1
Zhihong Lu 1
Brendon Cahoon 1
Frank Hopfgartner 1
Ofer Egozi 1
Evgeniy Gabrilovich 1
Mathew Palakal 1
Zhiyong Cheng 1
Xuemeng Song 1
Qing Li 1
Gang Wu 1
Alex Acero 1
Noel O'Connor 1
Hung Nguyen 1
Jiajia Huang 1
Maria Maistro 1
Xiaoming Zhang 1
Jimmyxiangji Huang 1
Marie Moens 1
Wenbin Cai 1
Yu Duan 1
David Lewis 1
Joanne Yates 1
Junyu Xuan 1
Fumin Shen 1
Loc Do 1
Salvatore Garruzzo 1
Fabio Salice 1
Sebastiano Vigna 1
John Guiver 1
Matteo Dell'Amico 1
Licia Capra 1
Frederik Transier 1
Jay Ponte 1
Stephen Pollock 1
Sten Andler 1
Philip Smith 1
Roberto Maiocchi 1
Manlung Yiu 1
Karthik Raman 1
Shiyang Lu 1
Mehrdad Mahdavi 1
Mehrnoush Shamsfard 1
Shuaiqiang Wang 1
Jinhan Kim 1
Stuart Card 1
Andreas Lemke 1
Gerhard Fischer 1
John Tang 1
Sen Zhang 1
Sicong Zhang 1
Jonathan Gibbons 1
Sergey Melnik 1
Jie Han 1
Yannis Drougas 1
Jing Bai 1
Timothy Hoad 1
Katja Hofmann 1
Dario Lucarella 1
Engin Demir 1
Peter Schäuble 1
Richard Watson 1
Yogen Dalal 1
Ulla Merz 1
Marianne Storrøsten 1
Ronald Lee 1
Mark Mydland 1
Manuel De Buenaga 1
Elisa Quintarelli 1
Helen Nissenbaum 1
Gerald Karam 1
Ravi Krishnamurthy 1
Robert Nicholson 1
Srinivas Ramanathan 1
G Chen 1
Augusto Celentano 1
Srihari Sampathkumar 1
Xudong Zhang 1
Dongdong Shan 1
Aditya Pal 1
Georgios Kalamatianos 1
Jingwen Zhao 1
Eepeng Lim 1
Yuan Wang 1
Xin Shen 1
Qifan Chen 1
Artur Pessoa 1
Shay Kutten 1
Edward Chang 1
James French 1
Peter Cook 1
Tom Smith 1
Ramana Rao 1
Deborah Tatar 1
Mark Stefik 1
Andruid Kerne 1
Eunyee Koh 1
Dawei Luo 1
Xiao Wang 1
Mohand Hacid 1
Xingquan Zhu 1
Marius Paşca 1
Heikki Hämmäinen 1
Jintae Lee 1
Alexander Hars 1
Vesper Owei 1
Tung Bui 1
Eric Bier 1
Masato Morisaki 1
Hiroyoshi Ohara 1
Shaowei Liu 1
Wenwu Zhu 1
Anni Järvelin 1
Paolo Tiberio 1
Charles Kacmar 1
Ann Lally 1
Massimo Santini 1
Stephen Robertson 1
Domenico Rosaci 1
J Eveland 1
Keld Bødker 1
M Rashidian 1
Michal Rosen-Zvi 1
Chaitanya Chemudugunta 1
Gunter Saake 1
Mihai Lupu 1
David Grossman 1
Satya Rachakonda 1
Catherine Plaisant 1
Ying Lu 1
Vasileios Hatzivassiloglou 1
John Shepherd 1
Mehran Sahami 1
Joanne Claussen 1
José San Pedro 1
Tim Pohle 1
Hang Li 1
Ruihua Song 1
Gang Huang 1
Ryosuke Shibasaki 1
Tao Li 1
Ryutaro Adachi 1
Yuxiao Dong 1
Yang Yang 1
Lifang He 1
Zhiqiu Huang 1
Shimon Schocken 1
Murray Mazer 1
Author index 1
Pierre Genevès 1
Nabil Layaïda 1
Nevenka Dimitrova 1
Dick Bulterman 1
Xiaozhao Zhao 1
Thomas Landauer 1
Louis Gomez 1
Jaime Arguello 1
Luca Aiello 1
Hazem Hajj 1
Kuochu Lee 1
Qiao Qian 1
Hongyuan Zha 1
Long Guo 1
Paul Thomas 1
Yunhai Tong 1
Hua Lu 1
Michael Nelson 1
Ronald Rice 1
Giuseppe Sarné 1
Sushil Jajodia 1
Kenneth Anderson 1
Susanna Barber 1
Eileen Trauth 1
Gang Wang 1
Jingdong Wang 1
Marcin Kaszkiel 1
Shuilung Chuang 1
Scott Minneman 1
Jorma Laurikkala 1
Zhongming Ma 1
Lorrin Garson 1
Jan Olsen 1
Xiangyu Wang 1
Jonathan Herlocker 1
Siranush Radicati 1
Zhiyong Wang 1
Edward Sciore 1
Diklun Lee 1
Ralf Güting 1
Charu Aggarwal 1
Zhuogang Li 1
Beverly Yang 1
Sriram Raghavan 1
Starr Hiltz 1
Alberto Costa 1
Mengchang Chen 1
Gang Qian 1
Shengyang Li 1
Dennis Shasha 1
Joan Morrissey 1
Ulrich Pfeifer 1
Chen Chang 1
Kwokkee Wei 1
Robert Mack 1
Elihu Gerson 1
Esa Auramaki 1
Kalle Lyytinen 1
Anatol Holt 1
Fernando Flores 1
Thomas White 1
Layne Watson 1
CheukHang Ng 1
Bradley Miller 1
Cheng Niu 1
John Pollak 1
Michele Weigle 1
Longqi Yang 1
Chengkang Hsieh 1
Masoud Asadpour 1
Deborah Hix 1
Peter Schwarz 1
Anthony Tomasic 1
Mark Weiser 1
Xin Cao 1
Zhengjun Zha 1
Christopher Shaw 1
Noa Gradovitch 1
Max Van Kleek 1
Shaul Markovitch 1
Bo Yang 1
Xiansheng HUA 1
Klaus Schulz 1
Debra Gash 1
Sheng Gao 1
Thang Dinh 1
Min Peng 1
Wang Gao 1
Ana Freire 1
Lei Chen 1
Guidong Zheng 1
Wenquan Wang 1
Chenliang Li 1
Lei Shi 1
Helene Hembrooke 1
Hang Cui 1
L Leung 1
Muhammad Ibrahim 1
Jun Miao 1
Lihong Li 1
Gaewon You 1
Youngin Song 1
Zaiqing Nie 1
Steven Miller 1
Venkat Rangan 1
Christopher Fry 1
Stefano Leonardi 1
Piotr Sankowski 1
Taklam Wong 1
Yunjun Gao 1
Gang Chen 1
Richard McCreadie 1
Or Levi 1
Huayu Wu 1
Shahana Sen 1
Changqing Zhou 1
Mansaint Yuen 1
Gergely Korodi 1
Gary Sockut 1
Saturnino Luz 1
Dong Wang 1
Ralf Jungclaus 1
Bernd Stahl 1
Marina Jirotka 1
Kalina Bontcheva 1
Daniel Schwabe 1
Yanzheng Wei 1
Marimuthu Palaniswami 1
Raymond Lorie 1
Stuart Madnick 1
Kangheng Wu 1
Rodrigo Botafogo 1
Jian Ma 1
Yaojing Wang 1
Feng Xu 1
Yong Rui 1
Xiaoming Zhang 1
Zhoujun Li 1
Xia Hu 1
W Wilbur 1
Richard Scamell 1
Waiman Cheung 1
Miro Lehtonen 1
Nima Asadi 1
Ben He 1
Kira Radinsky 1
Joel Remde 1
Dennis Egan 1
Zhiqiang Toh 1
Olivier Van Laere 1
Christopher Jones 1
Ling Chen 1
George Awad 1
Wessel Kraaij 1
Sara Morsy 1
John Lusth 1
J Kelley 1
Mark Ackerman 1
Yuchen Li 1
Franco Cardillo 1
Khechai Sim 1
Alejandro López-Ortíz 1
Lenwood Heath 1
Carsten Eickhoff 1
Defu Lian 1
Amjad Daoud 1
Michael Chau 1
Michael Littman 1
Bernard Jansen 1
David Rosenblitt 1
Mayer Schwartz 1
Gregg Foster 1
Lise Getoor 1
Zhongzhi Shi 1
Lars Söderlund 1
Matts Ahlsen 1
Bart Baesens 1
Amr Ahmed 1
Weigang Wang 1
Walid Magdy 1
Il Im 1
Yangchang Hong 1
Francisco Claude 1
Ángeles Places 1
Ben Carterette 1
Cary Buchman 1
Akinori Yonezawa 1
Shiqiang Yang 1
Michael Cole 1
Sanna Kumpulainen 1
Stefano Mizzaro 1
Kaveh Pahlavan 1
Robert Neches 1
Mary Culnan 1
Stephanie Haas 1
Jiancong Tong 1
Parvaz Mahdabi 1
Shazia Sadiq 1
Yongxin Tong 1
Shiwan Zhao 1
Zhumin Chen 1
Franco Nardini 1
Elad Yom-Tov 1
Anders Mørch 1
Xiaofeng Guan 1
Yuanhua Lv 1
Daqing He 1
Dongyi Guan 1
Julia Mayer 1
Frederick Thompson 1
Francisco Lerch 1
Jonathan Hull 1
Bozena Thompson 1
Nicola Dell 1
H Hartson 1
Sharon Greene 1
Calvin Lue 1
Joseph Kalash 1
Chidanand Apté 1
Elizabeth Liddy 1
Murugappan Palaniappan 1
Aditya Pal 1
Franklin Harper 1
Riccardo Miotto 1
Kellogg Booth 1
David Zeltzer 1
Yunqi Sun 1
Jiandong Liang 1
Manuel Pérez-Quiñones 1
Ruth Beyth-Marom 1
Hamish McAlpine 1
Michael Bernstein 1
Karl Mueller 1
Shlomo Moran 1
Holger Meuss 1
Jon Kleinberg 1
Casper Petersen 1
Minghao Piao 1
Jeongwoo Ko 1
Teruko Mitamura 1
HweeHwa Pang 1
Cyrano Cabarrus 1
Devika Subramanian 1
Barry Smyth 1
Chinhui Lee 1
Hua Wang 1
Qianqian Xie 1
Xiao Bai 1
Ioannis Arapakis 1
Cong Ma 1
Polly Brown 1
Jie Lu 1
Wei Chu 1
Long Jiang 1
Xiaoyong Du 1
Michael Begeman 1
Xiaojun Quan 1
Qing Cui 1
Hanjun Dai 1
Alessandro Fiori 1
Guirong Xue 1
Marko Rodriguez 1
Robert Schumaker 1
Marc Bron 1
Shimon Whiteson 1
Fabrizio Sebastiani 1
Allen Condit 1
Arab Salem 1
Alexandra Poulovassilis 1
Mark Levene 1
Robert, Benjamin 1
Richard Chimera 1
Debby Hindus 1
James Davison 1
Susan Star 1
José Gómez Hidalgo 1
Neill Kipp 1
Chengqi Zhang 1
Hsiaowuen Hon 1
Xin Fu 1
Pamela Ludford 1
Rosie Jones 1
Monica Sleumer 1
Susan Ehrlich 1
Guy Hochgesang 1
Elizabeth Chang 1
Peter Hibbard 1
John Cookson 1
Mark Steyvers 1
Sergio Greco 1
Nicholas Evans 1
Jan Cernocku 1
Vadims Krivcovs 1
Adam Edwards 1
My Thai 1
Sadok Yahia 1
Eva Jaho 1
Carlos Castillo 1
D Rama 1
Cornelis Van Rijsbergen 1
Jianying Wang 1
Terri Hedgpeth 1
Maria Sapino 1
Diane Strong 1
E Fiume 1
Mark Hornick 1
Alan Purdy 1
Krishna Bharat 1
Daniel Lemire 1
Ling Chen 1
Xiaofang Zhou 1
Luca Becchetti 1
Tiejun Huang 1
Avi Arampatzis 1
Xing Xie 1
Yong Ge 1
Chris Buckley 1
John Smith 1
Prasenjit Majumder 1
David Millard 1
Goffredo Haus 1
Alberto Pinto 1
Andrew Webb 1
Yusheng Lai 1
Eileen Abels 1
Yiannis Kompatsiaris 1
David Goldberg 1
Jianping Fan 1
Elena Ferrari 1
Jari Alasuvanto 1
Tamer Özsu 1
Yisong Yue 1
Tomihisa Kamada 1
Matthew Conway 1
Udo Kruschwitz 1
Miamaria Saastamoinen 1
Kaiqi Zhao 1
Paul Hart 1
Deborah Estrin 1
Hari Sundaram 1
Peter Sanders 1
Raymond McCall 1
Frank Shipman 1
F Campagnoni 1
Hamideh Afsarmanesh 1
J Rames 1
Margrethe Olson 1
Di Jiang 1
Li Zhang 1
Jun Ma 1
Vincent Barnes 1
Xue Li 1
Kianlee Tan 1
Peter Knees 1
Xin Yan 1
Yu Sun 1
Hongyan Liu 1
Huoran Li 1
Feng Feng 1
Cheng Yang 1
Philip Yu 1
Xiangnan He 1
Yuanchun Li 1
Yao Guo 1
Brigitte Bigi 1
Gabriella Kazai 1
Iadh Ounis 1
Ana Cerdeira-Pena 1
George Karypis 1
Bruce Ballard 1
James Farber 1
Qi Guo 1
Seyedeh Sadeghi 1
Eddy Maddalena 1
Ningnan Zhou 1
Jie Shao 1
Ramesh Choudhari 1
Bruno De Araujo 1
Jonathan Slocum 1
Xiaofei Guo 1
Lulwah Alkwai 1
Hong Shen 1
Heshaam Faili 1
William Bennett 1
Mark Linton 1
Nadene Lynn 1
Antonin Guttman 1
Patrick Martin 1
James Donahue 1
James Coombs 1
A Pathria 1
Almer Tigelaar 1
Gad Markovits 1
Christian Jensen 1
Deborah Barreau 1
Hao Ma 1
Bingjun Sun 1
Margaret Connell 1
Hsinchun Chen 1
Jun Xu 1
Alan Borning 1
Michael Salisbury 1
Karin Petersen 1
Hang Li 1
Sanghoon Lee 1
Gianni Costa 1
Hao Chen 1
Rodrick Megraw 1
Jock Mackinlay 1
George Robertson 1
Ruizhang Huang 1
Shingkit Chan 1
Jialie Shen 1
George Karypis 1
Mukund Deshpande 1
Shuguang Han 1
Yannis Vassiliou 1
Zonghuan Wu 1
Cody Kwok 1
Quentin Jones 1
Bin Gao 1
Stephen Robertson 1
Hal Berghel 1
Antonella Zanzi 1
Daniel Robey 1
Chris Horner 1
Michael Graves 1
Manuel Maña-López 1
Marcos Gonçalves 1
Kai Groβjohann 1
Kacheung Sia 1
Dashiell Kolbe 1
Diane Kelly 1
João Magalhães 1
Stefan Rüger 1
Michael Schrefl 1
Eugene Guglielmo 1
Josiane Salaun 1
Art Ammann 1
Paula Sweeney 1
Kyuyoung Whang 1
Harvey Brightman 1
Ravichander Vipperla 1
Raphael Troncy 1
Michal Fapšo 1
Gang Tian 1
Finley Lacatusu 1
Xiao Li 1
Hyowon Lee 1
Yexun Zhang 1
Siyuan Zhou 1
Laura Granka 1
Geri Gay 1
Sara Comai 1
George Herman 1
Jun He 1
Jay Banerjee 1
Bruce Schuchardt 1
Venkat Gudivada 1
Gabriela Csurka 1
Stéphane Clinchant 1
Ornan Gerstel 1
Xiao Fang 1
Kalyankumar Datta 1
Allison Powell 1
Irene Greif 1
Daniel Bobrow 1
Aleksander Kołcz 1
Chunghsien Wu 1
Christer Hulten 1
Lawrence Lefkowitz 1
Abdul Shariff 1
Venkataraman Ramesh 1
Alex Borgida 1
Ari Pirkola 1
Andreas Broschart 1
Arno Peels 1
Kermit Gilbert 1
Linda Fineman 1
Satoshi Matsuoka 1
Shin Takahashi 1
Prasun Dewan 1
Zheng Ye 1
Pertti Vakkari 1
Fabio Schreiber 1
David Dupplaw 1
Peter Lyngbæk 1
Gwang Jung 1
Jianguo Wang 1
Xiaoguang Liu 1
Victor Sanchez 1
O Wu 1
Da Cao 1
Rui Zhang 1
Yi Chang 1
Xuanzhe Liu 1
Huiting Hong 1
Lejian Liao 1
Maria De Oliveira 1
Yiyu Yao 1
S Wong 1
Tomás Isakowitz 1
Airi Salminen 1
Charles Paddock 1
Börkur Sigurbjörnsson 1
Forouzan Golshani 1
Scott Stevens 1
Wenjie Li 1
Kenneth Utting 1
Carol Lochbaum 1
Richong Zhang 1
Paul Over 1
Lise Getoor 1
Pasquale Lops 1
Chenyi Zhang 1
Adam Jatowt 1
Roula Hobeica 1
Ian Witten 1
Jie Wang 1
Min Zhang 1
Xiaoyan Zhu 1
Yi Fang 1
Lianli Gao 1
Hongjun Lu 1
John Limb 1
Sargur Srihari 1
Sara Cohen 1
Carol Friedman 1
Carol Justus 1
Kurt Godden 1
František Grézl 1
Jørgen Bansler 1
Michael Novak 1
Jinsoo Park 1
Aldong Zhang 1
Won Kim 1
Rong Pan 1
Jianke Zhu 1
Yuan Yao 1
Kai Lei 1
Gregory Finn 1
Riccardo Ortale 1
Alan Katz 1
Joyce Reynolds 1
Jonathan Postel 1
Melody Ivory 1
Thomas Mastaglio 1
Tuomas Talvensaari 1
Georges Dupret 1
Stuart Weibel 1
Yiliang Zhao 1
Chunwu Leng 1
Daniel Weld 1
Siyu Qiu 1
Su Yan 1
Liu Wenyin 1
Johan Bollen 1
Chienchin Chen 1
Mingsyan Chen 1
Aditya Parameswaran 1
Tiziano Fagni 1
Chihyi Chiu 1
Gueiwun Han 1
David Roach 1
Michael Shepherd 1
David Losada 1
Leif Azzopardi 1
Beat Wüthrich 1
Andreas Paepcke 1
Theodore Linden 1
Stephen Wong 1
Mark Carter 1
Les Gasser 1
Bradley Hartfield 1
Terry Winograd 1
Wenhsiang Lu 1
Dan Frankowski 1
Ben He 1
Batya Friedman 1
Jörg Sander 1
Ramesh Sankaranarayanan 1
Tharam Dillon 1
Dennis Heimbigner 1
Sidney Harris 1
Thomas Griffiths 1
Pere Comas 1
Quan Wang 1
M Scerbo 1
Serge Belongie 1
John Vlissides 1
Laura Haas 1
Robert Allen 1
Douglas Brotz 1
Gary Nutt 1
Yiming Yang 1
Andrew Whitsitt 1
Tomas Saulys 1
Bernard Hauzeur 1
Mark Guttenbrunner 1
Nicola Orio 1
Ben Hicks 1
Hui Fang 1
Tomchao Zhou 1
David Vallet 1
Steven Kimbrough 1
Le Song 1
Bernhard Schölkopf 1
Ping Li 1
Mstislav Maslennikov 1
Yimin Wei 1
Yeyi Wang 1
Celia Romm 1
Thomas Rölleke 1
Alan Smeaton 1
Hongbin Dai 1
Ling Liu 1
Marco Ferrante 1
Jing Zhang 1
Ian Soboroff 1
Rudy Hirschheim 1
Chris Ding 1
Chunhung Cheng 1
Ernesto Damiani 1
Guangquan Zhang 1
Fei Cai 1
Siddharth Kaza 1
Shima Gerani 1
Tora Bikson 1
Hyoungjoo Kim 1
Aris Anagnostopoulos 1
Aleksandr Chuklin 1
Anne Schuth 1
Ke Zhou 1
Wenhaw Chong 1
Cristina Sernadas 1
Lluís Màrquez 1
Joe Frankel 1
Paolo Ciaccia 1
Huiling Zhang 1
Xiang Li 1
Ronen Brafman 1
Mary McCabe 1
Martha Szczur 1
Nicholas Jennings 1
Chenghian Goh 1
Chihfong Tsai 1
Hong Yu 1
Jeffreyjunfeng Pan 1
Kasim Candan 1
Mehmet Dönderler 1
Prasanna Ganesan 1
Hongning Wang 1
Zhiyuan Liu 1
Yuvraj Agarwal 1
Renato De Mori 1
Nikos Mamoulis 1
William Cooper 1
Jean Tague-Sutcliffe 1
Bernd Lamparter 1
Dawei Song 1
Alex Bocharov 1
Gabriele Tolomei 1
Sinnojialin Pan 1
Weimao Ke 1
Yongyi Mao 1
Steven Schockaert 1
Vlad Tanasescu 1
Piero Molino 1
Yating Zhang 1
Ahmad Al Sallab 1
Nancy Tinkham 1
Robert Kraut 1
Milam Aiken 1
Olivia Liu Sheng 1
Yiqun Liu 1
Chao Wang 1
Shaoping Ma 1
Ju Fan 1
Peter Mika 1
Stefano Mizzaro 1
Haizhou Li 1
Gobinda Kole 1
Long Guo 1
Kai Zheng 1
Rachel Matichin 1
Caroline Eastman 1
Mike Graf 1
Gail Rein 1
Clarence Ellis 1
Steven Smith 1
Blake Dworaczyk 1
Juifeng Yeh 1
Wei Min 1
Zongru Wan 1
Furu Wei 1
Monique Snoeck 1
Saddam Bekhet 1
Mihai Surdeanu 1
Dianne O'Leary 1
Eero Eloranta 1
Eduardo Rodríguez 1
Olivier Chapelle 1
Rifat Ozcan 1
Daniel Berry 1
Norbert Janssen 1
Alan Biermann 1
Carolyn Stanley 1
Rajiv Choudhary 1
Hiroshi Kuribayashi 1
Robert DeLine 1
M Albakour 1
Gondy Leroy 1
Trystan Upstill 1
Srinandan Dasmahapatra 1
Munmun De Choudhury 1
Ajita John 1
Eyal Krikon 1
Richard Taylor 1
Giampio Bracchi 1
Steven Shute 1
Beb Galdes 1
Douglas Metzler 1
Scott Deerwester 1
Peter Bollmann 1
Federico Barbic 1
Eric Lo 1
Kevyn Collins-Thompson 1
Andrew Whinston 1
Shan Wang 1
Gary Katzenstein 1
Randolph McAfee 1
Paul Klose 1
Samuel Epstein 1
Giulio Pibiri 1
Masumi Shirakawa 1
Lei Hou 1
Daniel Dreilinger 1
Ellen Riloff 1
Yannis Ioannidis 1
Norman Meyrowitz 1
F Ho 1
Dolf Trieschnigg 1
Kevin Arthur 1
Colin Ware 1
Shumin Zhai 1
Kathryn McKinley 1
Pablo Castells 1
Javed Mostafa 1
Jie Tang 1
Sen Wu 1
Jakob Simonsen 1
Hongyuan Zha 1
Yiliang Zhao 1
Yuanzhupeter Chen 1
Liling Jiang 1
José Paramá 1
Daniela Rus 1
Karen Ruhleder 1
M Markus 1
T Waema 1
Wen Wu 1
Zhihua Zhou 1
Preetam Ghosh 1
Yanchun Zhang 1
Ming Liu 1
Bingquan Liu 1
Guangyou Zhou 1
Haoran Wang 1
Bing Pan 1
Takeshi Yoshioka 1
Ridho Reinanda 1
Tianjun Fu 1
Jingjing Zhang 1
Wendy Mackay 1
Kehchiang Yu 1
Qin Jin 1
Mohamed Sarwat 1
Nathan Griffiths 1
Jia Chen 1
Shenghua Bao 1
Jari Veijalainen 1
Longbing Cao 1
Pierre Dupont 1
Christine Kincaid 1
Stephen Weyer 1
James Thornton 1
Joyce Chai 1
Patrick Gallinari 1
Mark Dunlop 1
Udi Manber 1
Samuel Huston 1
W Croft 1
Thomas Hofmann 1
Zan Huang 1
Roger Ehrich 1
Jiaul Paik 1
Veronica Falcao 1
Herbert Van De Sompel 1
Christos Tryfonopoulos 1
Petros Venetis 1
Krisztian Balog 1
Daniel McDonald 1
Viktor Prasanna 1
Dipasree Pal 1
Carolyn Watters 1
Jun Wang 1
Stephen Smith 1
Paul Resnick 1
Erkki Lehtinen 1
Kuldeep Karnawat 1
David Bodoff 1
Xindong Wu 1
Shichao Zhang 1
Ming Zhou 1
Qingping Tan 1
Bo Hu 1
Shashi Shekhar 1
Yufei Tao 1
Al Khorasani 1
Kuantsae Huang 1
Andrew Clement 1
Roger Dannenberg 1
Aya Soffer 1
Silvano Pozzi 1
Oscar Nierstrasz 1
George Mihaila 1
Yi Wu 1
Ilaria Bordino 1
Julien Ah-Pine 1
Jing Yang 1
Enhong Chen 1
Hui Liu 1
Yi Liao 1
Criston Souza 1
Eduardo Laber 1
Kenneth Grant 1
Stefan Britts 1
Giuseppe Amato 1
Max Egenhofer 1
Jarmo Toivonen 1
Maristella Agosti 1
Kareem Darwish 1
Adam Cannane 1
Vittorio Giannini 1
Sumit Bhatia 1
Yutaka Kataoka 1
Randy Pausch 1
Ilya Markov 1
Chathra Hendahewa 1
Reijo Savolainen 1
Eero Sormunen 1
Paavo Arvola 1
Cristiana Bolchini 1
Paolo Boldi 1
Paul Lewis 1
Dorée Seligmann 1
Pierangela Samarati 1
Yoram Singer 1
Emmet Whitehead 1
Douglas Shook 1
Stephen Kwan 1
Kate Ehrlich 1
Paul Bennett 1
Ferhan Türe 1
Rana Forsati 1
Weiqing Wang 1
Yuanfeng Song 1
Domenico Dato 1
Dingyu Yang 1
Alda Gançarski 1
George Thoma 1
Álvaro Barreiro 1
DikKun Lee 1
Sylvia Sheppard 1
Luc Moreau 1
Khoa Doan 1
Ken McGarry 1
Jing Jiang 1
Ilmério Silva 1
Ehud Rivlin 1
Markus Schedl 1
Gerhard Widmer 1
Jiangning He 1
Qiaozhu Mei 1
Yang Yang 1
Leon Stenneth 1
Mingming Jiang 1
Alberto Belussi 1
Peter Nürnberg 1
Henry Lucas, 1
Cheng Hsu 1
Jaap Kamps 1
Liqun Ruan 1
Ralf Keller 1
Jiangtao Cui 1
Ke Wang 1
Aqil Azmi 1
Nouf Alshenaifi 1
Victor Mak 1
Daniel Ford 1
Richard Connor 1
Andrew Turpin 1
Roberto Konow 1
Gerald Barber 1
Andrew Bailey 1
Robert Purvy 1
Mário Nascimento 1
Xuanhui Wang 1
Shojiro Nishio 1
Lele Yu 1
Xuemeng Song 1
Xiaoli Li 1
Jie Tang 1
Yukun Zhao 1
Curtis Cole 1
Shamim Mohamed 1
Philip Yu 1
Clement Yu 1
Oren Etzioni 1
Luca Cagliero 1
Qifan Wang 1
Jiajun Liu 1
Qiang Xue 1
Clement Yu 1
Andrea Esuli 1
Chengyu Hsieh 1
Tsongli Wang 1
Paul Thistlewaite 1
Bernard Tan 1
Derek Oppen 1
Carl Hewitt 1
Hsijian Lee 1
John Lafferty 1
Diego Puppin 1
Thomas Lynam 1
Maria Hanrahan 1
Moshe Zloof 1
Vance Waddle 1
Calvin Gotlieb 1
Frank Walker 1
Andrea Tagarelli 1
Jordi Turmo 1
Simon King 1
Liming Ren 1
Helena Webb 1
Omer Rana 1
Md Alim 1
Hien Nguyen 1
Sana Hamdi 1
Amel Bouzeghoub 1
Dirk Bahle 1
Seungtaek Park 1
Lei Zhu 1
AlBing Rao 1
Tom Bruns 1
Stéphane Bressan 1
John Wilbur 1
Jongwook Kim 1
Qing Li 1
Jie Shao 1
Milad Shokouhi 1
Steven Hoi 1
Jianying Hu 1
Anthony LaMarca 1
John Lamping 1
Sunghun Kim 1
Bruno Pôssas 1
Wagner Meira 1
Robert Jacob 1
Chen Zhang 1
Michael Lesk 1
Yong Ge 1
David Choy 1
Roberto Zicari 1
Anagha Kulkarni 1
James Allan 1
Zhen Yue 1
Joachim Schmidt 1
Andy Hopper 1
Roy Want 1
Jim Gemmell 1
Fatima Al-Garawi 1
Jiang Bian 1
Emanuele Buccio 1
Ying Zhang 1
Lifeng Jia 1
Tsunghan Tsai 1
Charalampos Chelmis 1
Julie Borsack 1
Michael Newman 1
Eliot Moss 1
Gregory Crane 1
Jay Israel 1
ManKit Chang 1
Judith Olson 1
Gary Olson 1
Chris Schmandt 1
Hiroshi Ishii 1
Minoru Kobayashi 1
Jennifer Xu 1
Steve Fox 1
Wei Gao 1
Maarten Clements 1
Brigitte Rock 1
Georg Gottlob 1
Jon Gulla 1
Raymond Ng 1
Steve Jones 1
Ioan Tăbuş 1
Brian Martin 1
M Papa 1
Christopher Chute 1
Edmund Yu 1
G Blake 1
Andreas Rauber 1
Jacques Savoy 1
David Sturman 1
Steve Whittaker 1
R Palmer 1
Mc Schraefel 1
Scott Moore 1
Tiancheng Lou 1
Zhaoyan Ming 1
TeckTim Tan 1
Nava Pliskin 1
Kejia Chen 1
Yu Jing 1
Walter Luyten 1
Daniel Samarov 1
Ya Zhang 1
Zhiqian Zhang 1
Yidong Shen 1
Peter Sassone 1
Xiangfeng Luo 1
Taesup Moon 1
Yingqin Gu 1
Jeff Conklin 1
Quinzheng Kong 1
Ida Mele 1
Yonghong Tian 1
Shoaib Jameel 1
Yulan He 1
Bin Cui 1
Christopher Bailey 1
Beitao Li 1
Peter Turney 1
Sunil Sarin 1
Elena Zheleva 1
Liangchih Yu 1
Clarence, Ellis 1
Giorgos Kordopatis-Zilos 1
Seppe Broucke 1
Ahmed Elmagarmid 1
Tamara Kolda 1
TeSon Kuo 1
Ralf Schenkel 1
Jakob Gonczarowski 1

Affiliation Paper Counts
Technische Universitat Braunschweig 1
De Montfort University 1
Cairo University 1
MIT Computer Science and Artificial Intelligence Laboratory 1
Nokia Corporation 1
Xuzhou Normal University 1
University of Nairobi 1
Indian Institute of Technology, Kharagpur 1
Nanjing Audit University 1
Beijing Normal University 1
University of Turin 1
Universidad de Vigo 1
University of Vermont 1
University of Manchester 1
Fuji Xerox Co., Ltd. 1
National Security Agency 1
University of Turku 1
University of Patras 1
University of Hawaii System 1
Universite Claude Bernard Lyon 1 1
University of Dublin, Trinity College 1
Ghent University 1
Institute of Computer Science Crete 1
Miami University Oxford 1
University of Victoria 1
University of Bari 1
Wright State University 1
Institute of Information Science and Technologies, Pisa 1
International Computer Science Institute 1
University of Pennsylvania 1
University of Waikato 1
University of Hawaii at Manoa 1
University of Wollongong 1
Bentley College 1
University of Toledo 1
Chemical Abstracts Service 1
University of Arkansas - Fayetteville 1
Acxiom Corporation 1
Texas A and M University System 1
University of Cincinnati 1
George Mason University 1
University of Helsinki 1
Fraunhofer Institute for Integrated Publication and Information Systems Institute IPSI 1
California State University 1
Fujitsu Ltd. 1
Deutsche Telekom 1
Ton-Duc-Thang University 1
AT&T Laboratories Florham Park 1
University of Quebec System 1
Universite de Lyon 1
Universidad Francisco Marroquin 1
Instituto de Engenharia de Sistemas e Computadores Investigacao e Desenvolvimento em Lisboa 1
Courant Institute of Mathematical Sciences 1
Fluminense Federal University 1
Central China Normal University 1
National Chung Cheng University 1
College of Charleston 1
Weill Cornell Medical College 1
Universidad de Santiago de Compostela 1
Bar-Ilan University 1
Robert Gordon University 1
Nanjing University of Post and TeleCommunications 1
Shenzhen University 1
Lakehead University 1
University of Greenwich 1
Monterey Bay Aquarium Research Institute 1
Shanghai University 1
University of Connecticut 1
University of Insubria 1
University of Newcastle, Australia 1
Polytechnic Institute of Bari 1
Pace University 1
University of California System 1
Emerson College 1
University of Brescia 1
University of Qatar 1
University of Koblenz-Landau 1
Yonsei University 1
University of Warsaw 1
Memorial University of Newfoundland 1
Institute of Information Science Academia Sinica Taiwan 1
Claremont Graduate University 1
Jadavpur University 1
King's College London 1
State University of New York College at Oneonta 1
Fairleigh Dickinson University 1
South Valley University 1
Queen's University, Kingston 1
University of Ottawa, Canada 1
University of Hamburg 1
Iona College 1
University of Athens 1
MITRE Corporation 1
Nippon Telegraph and Telephone Corporation 1
Universitat Pompeu Fabra 1
National Research Council Canada 1
Northwestern University 1
Rensselaer Polytechnic Institute 1
Princeton University 1
University of Minnesota Duluth 1
Masaryk University 1
Oak Ridge National Laboratory 1
RWTH Aachen University 1
Roskilde University 1
Ohio University Athens 1
Shanghai Dianji University 1
The University of Nottingham Malaysia Campus 1
University of Liverpool 1
Xidian University 1
Nortel Networks 1
University of Neuchatel 1
University of Aarhus 1
Technical University of Darmstadt 1
San Francisco State University 1
Radboud University Nijmegen 1
Instituto Superior Tecnico 1
University of Magdeburg 1
Center For Research And Technology - Hellas 1
Institute for Cancer Research and Treatment, Candiolo 1
Rice University 1
Florida Atlantic University 1
Universite Pierre et Marie Curie 1
University of Adelaide 1
University of Windsor 1
Missouri Botanical Garden 1
Harvard University 1
University of Haifa 1
University of Regina 1
New University of Lisbon 1
Adobe Systems Incorporated 1
Industrial Technology Research Institute of Taiwan 1
Colby College 1
Oregon State University 1
La Trobe University 1
University of Electro-Communications 1
University of Liege 1
Hefei University of Technology 1
Korea University 1
Florida State University 1
Tilburg University 1
University College Dublin 1
University of Texas at Arlington 1
American Chemical Society 1
University of New South Wales 1
Federal University of Uberlandia 1
Enel 1
Dalhousie University 1
Colorado State University 1
National University of Defense Technology China 1
Nokia Bell Labs 1
Federal University of Mato Grosso do Sul 1
University of Houston 1
Towson University 1
University of Pavia 1
Sun Microsystems 1
Universite Paris 1 Pantheon-Sorbonne 1
HP Labs 1
Open University of Israel 1
Norwegian University of Science and Technology 1
Chungbuk National University 1
Philips Healthcare Nederland 1
OMRON Corporation 1
Dartmouth College 1
Queensland University of Technology 1
University of Central Oklahoma 1
Cisco Systems 1
University of South Carolina 1
INRIA Institut National de Rechereche en Informatique et en Automatique 1
Beijing University of Posts and Telecommunications 1
The University of Georgia 1
CNRS Centre National de la Recherche Scientifique 2
University of Delaware 2
The University of Hong Kong 2
Open University 2
University of Sunderland 2
Tektronix Incorporated 2
University of Tokyo 2
Xiamen University 2
Center for Mathematics and Computer Science - Amsterdam 2
University of Massachusetts System 2
University of Edinburgh 2
Technical University of Berlin 2
University of Cambridge 2
Hebrew University of Jerusalem 2
Lehigh University 2
Mayo Clinic 2
IBM, Egypt 2
University of Otago 2
Worcester Polytechnic Institute 2
University of Louisiana at Lafayette 2
Victoria University Melbourne 2
Universite d'Avignon et des Pays du Vaucluse 2
IBM, USA 2
University of Calabria 2
Tel Aviv University 2
Xerox Research Centre Europe 2
Democritus University of Thrace 2
Yahoo Research Barcelona 2
NASA Goddard Space Flight Center 2
Weizmann Institute of Science Israel 2
University of Illinois 2
National Chiao Tung University Taiwan 2
University of Notre Dame 2
National Cheng Kung University 2
Tampere University of Technology 2
Drexel University 2
Ludwig Maximilian University of Munich 2
Aston University 2
Waseda University 2
University of Michigan-Dearborn 2
Northeastern University 2
BBN Technologies 2
University of Bologna 2
INRIA Rocquencourt 2
University of California, Riverside 2
University of Science and Technology of China 2
CSIRO Mathematical and Information Sciences 2
University of Sao Paulo 2
Avaya Inc. 2
INRIA Rhone-Alpes 2
RAND Corporation 2
Queens College, City University of New York 2
Santa Clara University 2
Shahid Beheshti University 2
University of Iowa 2
The University of North Carolina System 2
Aalborg University 2
Catholic University of Leuven, Leuven 2
University of Texas at Austin 2
King Saud University 2
Fudan University 2
GM Research Lab 2
California Institute of Technology 2
University of California, Santa Barbara 2
Universidad Europea de Madrid 2
Nanjing University of Aeronautics and Astronautics 2
University of Wisconsin Milwaukee 2
University of Maine 2
Tunis-El Manar University, Faculty of Science 2
Southwest University of Finance and Economics China 3
National Center for Biotechnology Information 3
Old Dominion University 3
University of Nevada, Las Vegas 3
Carleton University 3
Universitat Politecnica de Catalunya 3
University of California, San Diego 3
University of Texas at Dallas 3
Georgetown University 3
The University of Sydney 3
Naval Postgraduate School 3
University of Udine 3
Pontifical Catholic University of Rio de Janeiro 3
Syracuse University 3
Queen Mary, University of London 3
University of Mannheim 3
Monash University 3
Chinese Academy of Sciences 3
The University of North Carolina at Charlotte 3
Hewlett-Packard Inc. 3
IBM China Company Limited 3
University of Miami 3
University of Essex 3
eBay, Inc. 3
University of Oxford 3
Vienna University of Technology 3
The Education University of Hong Kong 3
Tianjin University 3
University of Pisa 3
New Jersey Institute of Technology 3
University of Bath 3
Aalto University 3
Swiss Federal Institute of Technology, Zurich 3
Dublin City University 3
University of Kansas 3
Virginia Commonwealth University 3
University of Tehran 3
University of Duisburg-Essen 3
University of Reggio Calabria 3
Australian National University 3
Georgia State University 3
Universidad Autonoma de Madrid 3
Academia Sinica Taiwan 3
Indiana University 3
Los Alamos National Laboratory 3
Max Planck Institute for Informatics 3
University of California, Los Angeles 3
Osaka University 3
Boston University 4
University Michigan Ann Arbor 4
Delft University of Technology 4
University of Florida 4
National Institute of Standards and Technology 4
University of Copenhagen 4
Columbia University 4
National Taiwan University 4
University of Montreal 4
Karlsruhe Institute of Technology, Campus South 4
EURECOM Ecole d'Ingenieurs & Centre de Recherche en Systemes de Communication 4
University of Geneva 4
The University of Warwick 4
Binghamton University State University of New York 4
Fondazione Ugo Bordoni 4
Federal University of Amazonas 4
Harbin Institute of Technology 4
Ca' Foscari University of Venice 4
University of Illinois at Chicago 4
American University of Beirut 4
University of Pittsburgh 5
Beijing Institute of Technology 5
Google Inc. 5
The University of British Columbia 5
University of Roma La Sapienza 5
City University of Hong Kong 5
University of Illinois at Urbana-Champaign 5
Simon Fraser University 5
University of Minnesota System 5
Xerox Corporation 5
University of Southern California, Information Sciences Institute 5
University of Strathclyde 5
Ben-Gurion University of the Negev 5
Microsoft Research Cambridge 5
Kyoto University 5
University of Utah 5
The University of Western Ontario 5
Pohang University of Science and Technology 5
York University Canada 5
Brno University of Technology 5
Polytechnic Institute of Turin 5
Nankai University 5
Beihang University 5
University of Sheffield 5
University of Chicago 6
Zhejiang University 6
University of Twente 6
IBM Haifa Labs 6
University at Buffalo, State University of New York 6
Duke University 6
Cornell Tech 6
Sun Yat-Sen University 6
National Chiayi University 6
University of Lugano 6
University of Freiburg 6
University of Alberta 6
Johannes Kepler University Linz 6
Brown University 6
University of Jyvaskyla 6
TU Dortmund University 7
Bilkent University 7
Purdue University 7
National Library of Medicine 7
Ohio State University 7
University of Washington, Seattle 7
University of California, Berkeley 7
University of California, Irvine 7
Nanjing University 7
University College London 7
IBM Almaden Research Center 8
University of Virginia 8
Italian National Research Council 8
Cardiff University 8
Rutgers, The State University of New Jersey 9
Universidad de Chile 9
Michigan State University 9
Georgia Institute of Technology 9
Institute for Infocomm Research, A-Star, Singapore 9
Wuhan University 9
The University of North Carolina at Chapel Hill 10
Hong Kong Polytechnic University 10
Federal University of Minas Gerais 10
Illinois Institute of Technology 10
University of Milan 10
Indian Statistical Institute, Kolkata 10
Singapore Management University 10
New York University 11
Pennsylvania State University 11
University of Padua 11
Universidad de A Coruna 11
Arizona State University 12
Hong Kong University of Science and Technology 12
Telcordia Technologies, Inc. 13
Cornell University 13
Texas A and M University 13
University of Electronic Science and Technology of China 13
Virginia Tech 13
University of Technology Sydney 14
Nanyang Technological University 14
University of Southern California 14
Shandong University 14
University of Colorado at Boulder 15
University of Toronto 16
University of Melbourne 17
Carnegie Mellon University 17
Shanghai Jiaotong University 17
University of Minnesota Twin Cities 17
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 17
University of Southampton 18
University of Amsterdam 18
University of Waterloo 18
Microsoft Corporation 18
Microsoft Research Asia 18
Renmin University of China 19
Politecnico di Milano 20
Microelectronics Computer Technology Corporation 20
University of Glasgow 21
Technion - Israel Institute of Technology 21
University of Tampere 23
Stanford University 23
Yahoo Research Labs 23
Massachusetts Institute of Technology 24
Palo Alto Research Center Incorporated 24
University of Massachusetts Amherst 25
University of Queensland 26
RMIT University 28
Chinese University of Hong Kong 28
University of Arizona 29
Microsoft Research 30
IBM Thomas J. Watson Research Center 33
University of Maryland 34
Tsinghua University 34
Peking University 35
National University of Singapore 39

ACM Transactions on Information Systems (TOIS)
Archive


2018
Volume 36 Issue 4, June 2018  Issue-in-Progress
Volume 36 Issue 3, April 2018

2017
Volume 36 Issue 2, September 2017
Volume 36 Issue 1, August 2017
Volume 35 Issue 4, August 2017 Special issue: Search, Mining and their Applications on Mobile Devices
Volume 35 Issue 3, June 2017

2016
Volume 35 Issue 2, December 2016
Volume 35 Issue 1, October 2016
Volume 34 Issue 4, September 2016
Volume 34 Issue 3, May 2016 Special Issue on Trust and Veracity of Information in Social Media
Volume 34 Issue 2, April 2016

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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