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Query Performance Prediction Using Reference Lists

The task of query performance prediction is to estimate the effectiveness of search performed in response to a query when no relevance judgments are... (more)

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... (more)

Examining Additivity and Weak Baselines

We present a study of which baseline to use when testing a new retrieval technique. In contrast to past work, we show that measuring a statistically significant improvement over a weak baseline is not a good predictor of whether a similar improvement will be measured on a strong baseline. Sometimes strong baselines are made worse when a new... (more)

Measuring the Semantic Uncertainty of News Events for Evolution Potential Estimation

The evolution potential estimation of news events can support the decision making of both corporations and governments. For example, a corporation... (more)

Diversifying Query Auto-Completion

Query auto-completion assists web search users in formulating queries with a few keystrokes, helping them to avoid spelling mistakes and to produce clear query expressions, and so on. Previous work on query auto-completion mainly centers around returning a list of completions to users, aiming to push queries that are most likely intended by the... (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ACM Transactions on Information Systems (TOIS) is a scholarly journal that publishes previously unpublished high-quality scholarly articles in all areas of information retrieval.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
A Probabilistic Lifestyle-based Trajectory Model for Social Strength Inference from Human Trajectory Data

In this paper, we propose a probabilistic generative model to mine latent lifestyle-related patterns from human trajectory data for inferring social strength. It can automatically learn functionality topics consisting of locations with similar service functions and transition probabilities over the set of functionality topics. Furthermore, a lifestyle is modeled as a unique transition probability matrix over the set of functionality topics. A user has a preference distribution over the set of lifestyles, and she is able to select over multiple lifestyles to adapt to different living contexts. The learnt lifestyle-related patterns are subsequently used as features in a supervised learner for both strength estimation and link prediction. We conduct extensive experiments to evaluate the performance of the proposed method on two real-world datasets. The experimental results demonstrate the effectiveness of our proposed method.

Causal Relationship Detection in Archival Collections of Product Reviews for Understanding Technology Evolution

Technology progress is one of the key reasons behind rapid changes in our lifestyles these days. Knowing how products and objects evolve can not only help us in understanding the evolutionary patterns in our society but also provide us with clues on effective product design and support us in predicting the future. We propose here a general framework for analyzing technology impact on our lives through detecting cause-effect relationships where causes represent changes in technology, while effects are changes in society life such as new activities or new ways of using products. We address the challenge of viewing technology evolution through the social lens by mining causal relationships from the long-term collections of product reviews. We search for causal word pairs in which the change in the physical term triggers the change in the conceptual term. We then finally extend our approach to finding causal relationships between word groups such as group of words representing the same technology causing a given conceptual change or group of words representing two different technologies that simultaneously co-cause social changes. We conduct experiments on different product types using the Amazon Product Review Dataset which spans from 1995 to 2013 and demonstrate that our approaches perform better than state-of-the-art baselines.

Ranking-oriented Collaborative Filtering: A Listwise Approach

Conventional memory-based ranking-oriented Collaborative filtering (CF) can be referred to as pairwise algorithms. They represent each user as a set of preferences on each pair of items for similarity calculations and predictions. In this study, we propose ListCF, a novel listwise CF algorithm that seeks improvement in both accuracy and efficiency. In ListCF, each user is represented as a probability distribution of the permutations over rated items based on the Plackett-Luce model, and the similarity between users is measured based on the Kullback-Leibler (KL) divergence between their probability distributions over the set of commonly rated items. Given a target user and the most similar users, ListCF directly predicts a total order of items for each user based on similar users' probability distributions over permutations of the items. Besides, we also reveal insightful connections among pointwise, pairwise and listwise CF algorithms from the perspective of the matrix representations. In addition, to make our algorithm more scalable, we present an incremental algorithm for ListCF, which allows to incrementally update the similarities between users when certain user submits a new rating or updates an existing rating. Extensive experiments on benchmark datasets in comparison with the state-of-the-art approaches demonstrate the promise of our approach.

Cross-Lingual Topic Discovery From Multilingual Search Engine Query Log

Nowadays major commercial search engines are operating in a multinational fashion to provide web search services for millions of users who compose search queries by different languages. Hence, search engine query log, which serves as the backbone of many search engine applications, records millions of users search history in a wide spectrum of human languages and demonstrates a strong multilingual phenomenon. However, with its salience, the multilingual nature of search engine query log is usually ignored by the existing works, which usually consider query log entries of different languages as being orthogonal and independent. This kind of oversimplified assumption heavily distorts the underlying structure of web search data. In this paper, we pioneer in recognition of the multilingual nature of query log and make the first attempt to cross the language barrier in query log. Both qualitative and quantitative experimental results show that the CL-QLM is able to effectively derive cross-lingual topics from multilingual query log and spawn a wide spectrum of new search engine applications.

Re-finding Behaviour in Vertical Domains

We differentiate and model user re-finding behavior within different media and topic domains that are related to the domains of vertical search engines (e.g. images, news, reference material, and movies). We distinguish the re-finding behavior from general search, and engineer features that are effective in differentiating re-finding across the domains. The features are then used to build machine learned models. While the accuracy of detection is 85.7%, compared with 97.5% when examining re-finding from general search tasks, to the best of our knowledge such an examination of vertical re-finding has not been tried before. We attempt to differentiate re-finding behavior when the history of a searchers interactions are not available. In this scenario we achieve an average accuracy of 77.5% across the domains. We also examine early detection of re-finding during a searchers session. Finally, we investigate in which types of domains is re-finding most difficult. Here, it would appear that re-finding images is particularly challenging for users. This research has implications for search engine design, in terms of adapting search results by predicting the type of user tasks and enabling the presentation of vertical-specific results when re-finding is identified.

Accounting for Language Changes over Time in Document Similarity Search

Given a query document, ranking the documents in a collection based on how similar they are to the query is an essential task with extensive applications. For collections that contain documents whose creation dates span several decades, this task is further complicated by the fact that the language changes over time. For example, many terms add or lose one or more senses to meet people's evolving needs. To address this problem, we present methods that take advantage of two types of information to account for the language change. The first is the citation network that often exists within the collection, which can be used to link related documents with significantly different creation dates (and hence different language use). The second is the changes in the usage frequency of terms that occur over time, which can indicate changes in their senses and uses. These methods utilize the above information while estimating the representation of both documents and terms within the context of non-probabilistic static and dynamic topic models. Our experiments on two real-world datasets that span more than 40 years show that our proposed methods improve the retrieval performance of existing models and that these improvements are statistically significant.

Social Question Answering: Textual, User, and Network Features for Best Answer Prediction

Community Question Answering (CQA) sites use a collaborative paradigm to satisfy complex information needs. Although the task of matching questions to their best answers has been tackled for more than a decade, the social question answering practice is a complex process. The factors inuencing the accuracy of question-answer matching are many and hard to disentangle. We approach the task from an application-oriented perspective, probing the space of several dimensions relevant to this problem: features, algorithms, and topics. We gather under a learning-to-rank framework the most extensive feature set used in literature to date, including 225 features from ve different families. We test the power of such features in predicting the best answer to a question on the largest dataset from Yahoo Answers used for this task so far (40M answers), and provide a faceted analysis of the results along different topical areas and question types. We propose a novel family of distributional semantics measures that can most of the times seamlessly replace widely used linguistic similarity features,being more than one order of magnitude faster to compute and providing greater predictive power. The best feature set reaches an improvement between 11% and 26% in P@1 compared to recent well-established state-of-the-art methods.

Trip Recommendation Meets Real World Constraints: POI Availability, Diversity and Traveling Time Uncertainty

As location-based social network (LBSN) services become increasingly popular, trip recommendation that recommends a sequence of points of interest (POIs) to visit for a user emerges as one of many important applications of LBSNs. Personalized trip recommendation tailors to users' specific tastes by learning from past check-in behaviors of users and their peers. Finding the optimal trip that maximizes user's experiences for a given time budget constraint is an NP hard problem and previous solutions do not consider two practical and important constraints. One constraint is POI availability where a POI may be only available during a certain time window. Another constraint is uncertain traveling time where the traveling time between two POIs is uncertain. Besides, the diversity of the POIs included in the trip also affect user's adoptions. This work presents efficient solutions to personalized trip recommendation by incorporating these constraints to prune the search space. We evaluated the efficiency and effectiveness of our solutions on real life LBSN data sets.

TopPRF: A Probabilistic Framework for Integrating Topic Space into Pseudo Relevance Feedback

Recently, topic modeling becomes more and more popular in the information retrieval (IR) and other related areas. In this paper, we first investigate a key factor of the fuzzy topic problem, the topic number for topic modeling and how it makes topics "fuzzy". A new concept Topic Space (TS) is also introduced to evaluate the reliability of each candidate feedback document. Then we propose a probabilistic framework "TopPRF" and three new models TS-COS, TS-EU and TS-Entropy via integrating "Topic Space information into Pseudo Relevance Feedback (PRF). The proposed framework and models will identify how reliable a document is to be relevant through both term and topic information, which allow us to search documents beyond traditional term matching only and provide a promising avenue for constructing better topic-space based IR systems. When selecting feedback terms, candidate terms in more reliable feedback documents should obtain extra weights. Extensive experiments on various public collections justify that our proposed methods can significantly reduce the influence of "fuzzy topics and also make significant improvements over strong baseline models with optimal parameter settings.

Learning Informative Priors from Heterogeneous Domains to Improve Recommendation in Cold-Start User Domains

Users often have sufficient experience in their focused domains but lack experience in others. Recommender systems are helpful for recommending potentially desirable items to users in unfamiliar domains, and cross-domain collaborative filtering is therefore an important emerging research topic. However, it is inevitable that the cold-start issue will be encountered in unfamiliar domains due to the lack of feedback data. The Bayesian approach shows that priors play an important role when there are insufficient data, which implies that recommendation performance can be significantly improved in cold-start domains if informative priors can be provided. Based on this idea, we propose a Weighted Irregular Tensor Factorization (WITF) model to leverage multi-domain feedback data to learn the cross-domain priors w.r.t. both users and items. The features learned from WITF serve as the informative priors on the latent factors of users and items in terms of weighted matrix factorization models. Moreover, WITF is a unified framework for dealing with both explicit feedback and implicit feedback. To prove the effectiveness of our approach, we studied three typical real-world cases in which a collection of empirical evaluations were conducted on real-world datasets to compare the performance of our model and other state-of-the-art approaches. The results show the superiority of our model over comparable models.

A Meta-Framework for Modeling the Human Reading Process in Sentiment Analysis

This paper introduces a sentiment analysis approach that adopts the way humans read, interpret and extract sentiment from text. Psychological studies indicate that humans use two phases of mental processing: low-level parsing followed by high-level interpretation that is combined with preconceived notions to extract sentiment. A full automation of the reading process is very complicated. Alternatively, we propose to automate the reading process with primary focus on sentiment interpretation with modeling preconceived notions. This automation involves the use of natural language processing (NLP) techniques for feature extraction, developing notions databases, and using machine learning algorithms for sentiment prediction. Key contributions include 1) modeling preconceived notions as {textual characteristic, sentiment score} combinations, 2) a method to develop notions databases and 3) a mapping of notion-centric reading process to sentiment analysis. The uniqueness of this approach lies in its ability to leverage NLP tools and resources and machine learning algorithms to automate cognitive processes based on established psychological theories. This methodology points the way towards the integration of psychology with computational linguistics and machine learning to employ models of pragmatics and discourse analysis for sentiment analysis. Results indicate the ability of this model to achieve better performance compared to other accurate models.

Answering Arabic Why-questions: Baseline vs. RST-based Approach

Question answering (QA) system is concerned with building a system that automatically answer questions posed by humans in a natural language. Compared to other languages, little effort was directed towards QA systems for Arabic. Due to the difficulty of handling why-questions, most Arabic QA systems tend to ignore it. In this paper, we specifically address the why-question for Arabic using two different approaches and compare their performance and the quality of their answer. The first approach is the baseline approach, and for the second approach we use Rhetorical Structure Theory (RST). We evaluate both schemes using a corpora of 700 textual documents in different genres collected from Open Source Arabic Corpora (OSAC), and a set of 100 question-answer pairs. Of these, we had 45 common questions where both schemes answered correctly, 19 of which were identically answered. For the remaining 26 questions, the RST-based approach managed better answers for over half the questions. Overall the RST-based approach achieved better recall and precision.

The Effects of Aggregated Search Coherence on Search Behavior

Aggregated search is the task of combining results from multiple independent search systems in a single search results page (SERP). Aggregated search coherence refers to the extent to which different sources on the SERP focus on similar senses of an ambiguous query. In previous studies, we found that the query-senses in a set of vertical results can influence user engagement with the web results (the so-called ``spillover'' effect). In this work, we investigate five research questions (RQ1-RQ5) that extend our prior work. First, we investigate the extent to which results from different sources focus on different senses of an ambiguous query (RQ1). Second, we investigate how the vertical-to-web spillover effect varies across different verticals (RQ2). Then, we examine whether the level of spillover depends on the vertical position (RQ3) and on whether the vertical results are displayed with a border and different-colored background to distinguish them from the web results (RQ4). Finally, we propose a new method for displaying results from a particular vertical that are more consistent with the query-senses in the web results (RQ5). We evaluate this new method based on how it influences users to make more correct decisions about their level of engagement with the web results.

Bibliometrics

Publication Years 1983-2016
Publication Count 630
Citation Count 19454
Available for Download 630
Downloads (6 weeks) 3865
Downloads (12 Months) 37882
Downloads (cumulative) 718477
Average downloads per article 1140
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)
Carlos A. Castillo ACM Senior Member (2014)
Charles L A Clarke ACM Distinguished Member (2015)
Fabio Crestani ACM Senior Member (2009)
Ernesto Damiani ACM Distinguished Member (2008)
Susan T Dumais ACM Athena Lecturer Award (2014)
Ahmed Elmagarmid ACM Distinguished Member (2009)
Deborah Estrin ACM 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)
Eric Horvitz ACM AAAI Allen Newell Award (2015)
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)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM-Infosys Foundation Award in the Computing Sciences (2008)
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)
Tao Mei 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)
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 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)
Robert P. Schumaker ACM Senior Member (2012)
Frank Shipman ACM Distinguished Member (2009)
Michael Stonebraker ACM 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 Athena Lecturer Award (2015)
Qiang Yang ACM Distinguished Member (2011)
Shumin Zhai ACM Distinguished Member (2006)

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

Affiliation Paper Counts
Polytechnic Institute of Bari 1
San Francisco State University 1
Enel 1
University of Hamburg 1
University of New South Wales 1
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 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
Ton-Duc-Thang University 1
Yahoo Research Barcelona 1
OMRON Corporation 1
Acxiom Corporation 1
Universite de Lyon 1
Chemical Abstracts Service 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
De Montfort 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
Memorial University of Newfoundland 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
The University of Warwick 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
Shanghai University 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
Center For Research And Technology - Hellas 1
American Chemical Society 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
Chungbuk National 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
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
CNRS Centre National de la Recherche Scientifique 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
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
Tunis-El Manar 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
Vienna University of Technology 3
Southwest University of Finance and Economics China 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
Dublin City University 3
Shanghai Jiaotong University 3
University of Sydney 3
Universidad Autonoma de Madrid 3
University of Oxford 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 Geneva 4
National Taiwan University 4
Delft University of Technology 4
University of Florida 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 Copenhagen 4
University of Jyvaskyla 4
Fondazione Ugo Bordoni 4
Microsoft Research Cambridge 4
University of Illinois at Urbana-Champaign 5
University of Sheffield 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
University of Utah 5
IBM Haifa Labs 5
Pohang University of Science and Technology 5
University of Roma La Sapienza 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
University of Dortmund 7
Institute for Infocomm Research, A-Star, Singapore 8
IBM Almaden Research Center 8
Singapore Management University 8
Georgia Institute of Technology 8
University of Technology Sydney 8
Cardiff University 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
Tsinghua University 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
Hong Kong University of Science and Technology 12
Cornell University 13
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
University of Amsterdam 15
Carnegie Mellon University 15
University of Minnesota Twin Cities 15
University of Waterloo 16
University of Toronto 16
University of Glasgow 18
Peking University 18
University of Southampton 18
Microelectronics Computer Technology Corporation 20
Technion - Israel Institute of Technology 20
Politecnico di Milano 20
Yahoo Research Labs 20
University of Queensland 21
Stanford University 22
University of Tampere 23
RMIT University 23
Microsoft Research 23
University of Massachusetts Amherst 24
Massachusetts Institute of Technology 24
Palo Alto Research Center 24
Chinese University of Hong Kong 25
National University of Singapore 27
University of Arizona 28
IBM Thomas J. Watson Research Center 32
University of Maryland 34

ACM Transactions on Information Systems (TOIS)
Archive


2016
Volume 34 Issue 4, June 2016  Issue-in-Progress
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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