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Suggesting Points-of-Interest via Content-Based, Collaborative, and Hybrid Fusion Methods in Mobile Devices

Recommending venues or points-of-interest (POIs) is a hot topic in recent years, especially for... (more)

Towards Efficient Framework for Time-Aware Spatial Keyword Queries on Road Networks

The spatial keyword query takes as inputs a query location and a set of query keywords and returns the answer objects by considering both their... (more)

Explicit Diversification of Event Aspects for Temporal Summarization

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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ACM Transactions on Information Systems (TOIS) is a scholarly journal that publishes previously unpublished high-quality scholarly articles in all areas of information retrieval.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
GeoMF++: Scalable Location Recommendation via Joint Geographical Modeling and Matrix Factorization

Location recommendation is an important means to help people discover attractive locations. However, extreme sparsity of user-location matrices leads to a severe challenge, so it is necessary to take implicit feedback characteristics of user mobility data into account and leverage location's spatial information. To this end, based on previously developed GeoMF, we propose a scalable and flexible framework, dubbed GeoMF++, for joint geographical modeling and implicit feedback based matrix factorization. We then develop an efficient optimization algorithm for parameter learning, which scales linearly with data size and the total number of neighbor grids of all locations. GeoMF++ can be well explained from two perspectives. First, it subsumes two-dimensional kernel density estimation so that it captures spatial clustering phenomenon in user mobility data; Second, it is strongly connected with widely-used neighbor additive models and graph Laplacian regularized models. We finally evaluate GeoMF++ on two large-scale LBSN datasets with respect to both warm-start and cold-start scenarios. The experimental results show that GeoMF++ consistently outperforms the state-of-the-arts and other competing baselines on both datasets in terms of NDCG and Recall. Besides, the efficiency studies show that GeoMF++ is much more scalable with the increase of data size and the dimension of latent space.

Automatically Learning Topics and Difficulty Levels of Problems in Online Judge Systems

In this paper, we take the initiative to study the learning behavioral characteristics of users on online judge systems, which are open, competitive, and self-regulated. We propose to automatically mine subject and difficulty information for problems based on users' learning trace data. An OJ system maintains a large pool of problems related to some specific domain, typically organized by volume. By performing careful data analysis, we have observed two major learning modes (i.e., patterns) of users on OJ systems with the volume organization, namely volume-consecutive and subject-consecutive. It has been found that although the problems from the same subject are distributed across multiple volumes, the users are indeed able to spontaneously identify problems from the same subject for practice. Our observation can find relevance and support in classic educational psychology. To capture the two learning modes, we propose a novel two-mode Markov topic model. For estimating the difficulty of problems, we further propose a subject-aware competition-based expertise model based on the learned topic information. Extensive experiments on three large online judge datasets have demonstrated the effectiveness of our approach in three different tasks, including skill topic extraction, expertise competition prediction and problem recommendation

Unsupervised Learning of Parsimonious General-Purpose Embeddings for User and Location Modelling

Many social network applications depend on robust representations of spatio-temporal data. In this work, we present an embedding model based on feed-forward neural networks which transforms social media check-ins into dense feature vectors encoding geographic, temporal, and functional aspects for modelling places, neighborhoods, and users. We employ the embedding model in a variety of applications including location recommendation, urban functional zone study, and crime prediction. For location recommendation, we propose a Spatio-Temporal Embedding Similarity algorithm (STES) based on the embedding model. In a range of experiments on real life data collected from Foursquare, we demonstrate our models effectiveness at characterizing places and people and its efficacy in aforementioned problem domains. Finally, we select eight major cities around the globe and verify the robustness and generality of our model by porting pre-trained models from one city to another, and thereby alleviating the need for costly local training.

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

When content consumers explicitly judge content positively, we consider them to be engaged. Unfortunately, explicit user evaluations are difficult to collect, as they require user effort. Therefore, we propose to use device interactions as implicit feedback to detect engagement. We assess the usefulness of swipe interactions on tablets for predicting engagement, and make the comparison with using traditional features based on time spent. We gathered two unique datasets of more than 250,000 swipes, 100,000 unique article visits, and over 35,000 explicitly judged news articles, by modifying two commonly used tablet apps of two newspapers. We tracked all device interactions of 407 experiment participants during one month of habitual news reading. We employed a behavioral metric as a proxy for engagement, because our analysis needed to be scalable to many users, and scanning behavior required us to allow users to indicate engagement quickly. We point out the importance of taking into account content ordering, report the most predictive features, zoom in on briefly read content and on the most frequently read articles. Our findings demonstrate that fine-grained tablet interactions are useful indicators of engagement for newsreaders on tablets. The best features successfully combine both time-based aspects and swipe interactions.

Joint Modeling of Participant Influence and Latent Topics for Recommendation in Event-based Social Networks

Event-based social networks (EBSNs) are becoming popular in recent years. Users can publish a planned event on an EBSN website, calling for other users to participate the event. When a user is making a decision on whether to participate an event in EBSNs, one aspect for consideration is who else have agreed to join this event. Existing participants of the event may affect the decision of the user, to which we refer as participant influence. However, participant influence is not well studied by previous works. In this paper, we propose a Poisson factorization model to build an event recommendation model which considers participant influence and exploits the influence of existing participant, on the decisions of new participants. The effect of participant influence is associated with the target event, the host group of the event, and the location of the event. Furthermore, our proposed model can extract latent event topics from event text descriptions, and characterize events, groups, and locations by distributions of event topics. Associations between latent event topics and participation influence are exploited for improving event recommendation. We have conducted extensive experiments on some datasets extracted from a real-world EBSN. The results demonstrate that the consideration of participant influence can improve event recommendation.

The Characteristics of Voice Search: Comparing Spoken with Typed-in Mobile Web Search Queries

The growing popularity of mobile search and the advancement in voice recognition technologies have opened the door for web search users to speak their queries rather than type them. While this kind of voice search is still in its infancy, it is gradually becoming more widespread. In this paper, we report a comprehensive voice search query log analysis of a commercial web search engines mobile application. We compare voice and text search by various aspects, with special focus on the semantic and syntactic characteristics of the queries. Our analysis suggests that voice queries focus more on audio-visual content and question answering and less on social networking and adult domains. In addition, voice queries are more commonly submitted on the go. We also conduct an empirical evaluation showing that the language of voice queries is closer to natural language than the language of text queries. Our analysis points out further differences between voice and text search. We discuss the implications of these differences for the design of future voice-enabled web search tools.

Selective Cluster Presentation on the Search Results Page

Web search engines present, for some queries, a cluster of results from the same specialized domain (vertical) on the search results page (SERP). We introduce a comprehensive analysis of the presentation of such clusters from seven different verticals, based on the logs of a commercial web search engine. This analysis reveals several unique characteristics, such as size, rank, and clicks, of result clusters from community question and answering websites. The study of properties of this result cluster, specifically, as part of the SERP, has received little attention in previous work. Our analysis also motivates the pursuit of a long-standing challenge in ad hoc retrieval, namely selective cluster retrieval. In our setting, the specific challenge is to select for presentation the documents most highly ranked either by a cluster-based approach (namely, those in the top-retrieved cluster) or by a document-based approach. We address this classification task by representing queries with features based on those utilized for ranking the clusters, query performance predictors, and properties of the document clustering structure. Empirical evaluation performed with TREC data shows that our approach outperforms a recently proposed state-of-the-art cluster-based document retrieval method, as well as state-of-the-art document retrieval methods which do not account for inter-document similarities.

CO2: Inferring Personal Interests From Raw Footprints by Connecting the Offline World with the Online World

User-generated trajectories (UGT), such as travel records from bus companies, capture rich information of human mobility in the offline world. However, some interesting applications of these raw footprints have not been well exploited due to the lack of textual information to infer the subject's personal interests. Although there are rich semantic information contained in the user-generated contents (STUGC) published in the online world, such as Twitter, less effort has been made to utilize these information to facilitate the interest discovery process. In this paper, we design an effective probabilistic framework named CO2 to connect the offline world with the online world in order to discover the users' interests directly from their raw footprints in UGT. CO2 first infers the trip intentions by utilizing the semantic information in STUGC, and then discovers the user interests by aggregating the intentions. To evaluate the effectiveness of CO2, we use two large-scale real world datasets as a case study and further conduct a questionnaire survey to show the superior performance of CO2. In our preliminary study, we briefly introduce the overall idea of CO2. In this paper, we present a thorough analysis of CO2 for the first time, including the model inference procedure, the complexity analysis, the related work and the extensive experiments.

QuoteRec: Towards Quote Recommendation for Writing

Quote is a language phenomenon of transcribing the saying of someone else, like a proverb or a famous saying. Proper usage of quote can usually make the statement more elegant and convincing. However, sometimes we may be so eager to use a quote somewhere, but have no idea about the relevant quotes to express our idea. Therefore it is exciting to have a recommendation system to recommend potential quotes for use while writing. This paper proposes a novel task of quote recommendation, and present a quote recommendation system called QuoteRec. Two models are proposed to learn the vector representations of quotes and contexts, and then rank the candidate quotes according to the representations. The first model learns the quote representation according to the contexts of a quote. The second model is a neural network model, which learns the representation of a quote by concerning both its content and contexts. Moreover, in the second model a mechanism is introduced to model the subtle usage of word meaning in the quote. Experimental results show that the proposed models are quite effective at learning the semantic representations of quotes, and the neural network model achieves state-of-the-art results on the quote recommendation task.

An Integrated Signature-based Framework for E€fficient Visual Similarity Detection and Measurement in Video Shots

This paper presents a framework for speedy video matching and retrieval through detection and measurement of visual similarity. The frameworks efficiency stems from its power to encode a given shot content into compact fixed length signature that facilitates towards a robust real-time matching. Separate scene and motion signatures are developed and fused together to fully represent and match respective video shots. The framework works on thumbnail images (DC-image from the MPEG stream). Scene information is captured through the Statistical Dominant Colour Profile (SDCP), while motion information is captured through a graph-based signature, called the Dominant Colour Graph Profile (DCGP). The SDCP is a fixed-length compact signature that statistically encodes the colours spatio-temporal patterns across video frames. The DCGP is a fixed-length signature that records and tracks blocks movement across video frames, where the graph structural properties are used to extract the signature values. Finally, the overall video signature is generated by fusing the individual scene and motion signatures, where the matching is done by directly comparing the respective fused video signatures. The signature-based aspect of the proposed framework is the key to its high matching speed (>2000 fps), compared to the current techniques that relies on exhaustive processing, such as dense sampling.

Further Insights on Drawing Sound Conclusions from Noisy Judgments

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

Affiliation Paper Counts
Universidad de Vigo 1
Center For Research And Technology - Hellas 1
Nokia Corporation 1
American Chemical Society 1
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
Universitat Pompeu Fabra 1
California State University 1
International Computer Science Institute 1
Ghent University 1
Institute of Computer Science Crete 1
University of Nairobi 1
Institute for Cancer Research and Treatment, Candiolo 1
Universidad Francisco Marroquin 1
University of Qatar 1
Adobe Systems Incorporated 1
National Security Agency 1
Ton-Duc-Thang University 1
Shanghai Dianji University 1
Nanjing Audit University 1
OMRON Corporation 1
Acxiom Corporation 1
Universite de Lyon 1
Philips Healthcare Nederland 1
Fuji Xerox Co., Ltd. 1
Technical University of Darmstadt 1
King's College London 1
University of Wollongong 1
Robert Gordon University 1
University of Turin 1
Fraunhofer Institute for Integrated Publication and Information Systems Institute 1
University of Windsor 1
Chemical Abstracts Service 1
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
University of Hawaii at Manoa 1
Aston University 1
Sun Microsystems 1
Federal University of Uberlandia 1
University of Pavia 1
University of Brescia 1
Bentley College 1
Dalhousie University 1
Queen's University, Kingston 1
Radboud University Nijmegen 1
RWTH Aachen University 1
Yonsei University 1
Beijing University of Posts and Telecommunications 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
Iona College 1
Texas A and M University System 1
University of Liverpool 1
Jadavpur University 1
Universite Paris 1 Pantheon-Sorbonne 1
Nokia Bell Labs 1
State University of New York College at Oneonta 1
University of Toledo 1
University of Greenwich 1
Pace University 1
Open University of Israel 1
University of Connecticut 1
University of Bari 1
Industrial Technology Research Institute of Taiwan 1
Beijing Normal University 1
Universite Claude Bernard Lyon 1 1
Shanghai University 1
Oak Ridge National Laboratory 1
National University of Defense Technology China 1
Roskilde University 1
University of Cincinnati 1
Rensselaer Polytechnic Institute 1
Nippon Telegraph and Telephone Corporation 1
Xidian University 1
Swiss Federal Institute of Technology, Zurich 1
Lakehead University 1
Emerson College 1
Shenzhen University 1
University of Liege 1
Missouri Botanical Garden 1
Universite Pierre et Marie Curie 1
Fluminense Federal University 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
University of Texas at Arlington 1
University of Manchester 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
Northwestern University 1
Technical University in Braunschweig 1
Fujitsu Ltd. 1
National Chung Cheng University 1
Weill Cornell Medical College 1
Institute of Information Science and Technologies, Pisa 1
AT&T Laboratories Florham Park 1
Federal University of Mato Grosso do Sul 1
Colorado State University 1
Nanjing University of Post and TeleCommunications 1
University of Vermont 1
University of Adelaide 1
National Research Council Canada 1
University of Minnesota Duluth 1
Harvard University 1
University of Central Oklahoma 1
Cairo University 1
University of Newcastle, Australia 1
HP Labs 1
Central China Normal University 1
Dartmouth College 1
Queensland University of Technology 1
Ohio University Athens 1
University of Dublin, Trinity College 1
Tunis-El Manar University, Faculty of Science 2
IBM, Egypt 2
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
Victoria University Melbourne 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
Tampere University of Technology 2
GM Research Lab 2
Fudan University 2
Avaya Inc. 2
Santa Clara University 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
King Saud University 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
Xiamen University 2
University of Wisconsin Milwaukee 2
University of Calabria 2
IBM, USA 2
University of Notre Dame 2
Nanjing University of Aeronautics and Astronautics 2
Xerox Research Centre Europe 2
Aalborg University 2
University of Delaware 2
Waseda University 2
University of Iowa 2
Catholic University of Leuven, Leuven 2
University of Tokyo 2
University of Edinburgh 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
Democritus University of Thrace 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
Yahoo Research Barcelona 2
Max Planck Institute for Informatics 3
University of Essex 3
Virginia Commonwealth University 3
Los Alamos National Laboratory 3
University of Mannheim 3
The University of North Carolina at Charlotte 3
Universitat Politecnica de Catalunya 3
Old Dominion University 3
Australian National University 3
University of Kansas 3
University of Texas at Dallas 3
Georgia State University 3
University of Duisburg-Essen 3
Academia Sinica Taiwan 3
Carleton University 3
The Education University of Hong Kong 3
Vienna University of Technology 3
Southwest University of Finance and Economics China 3
Chinese Academy of Sciences 3
Tianjin University 3
Monash University 3
University of Reggio Calabria 3
Hewlett-Packard Inc. 3
Indiana University 3
Queen Mary, University of London 3
New Jersey Institute of Technology 3
University of Tehran 3
Georgetown University 3
Osaka University 3
Dublin City University 3
University of Sydney 3
University of Udine 3
Universidad Autonoma de Madrid 3
University of Oxford 3
Ben-Gurion University of the Negev 3
University of California, Los Angeles 3
University of Pisa 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
National Center for Biotechnology Information 3
Aalto University 3
IBM China Company Limited 3
Federal University of Amazonas 4
University of Geneva 4
National Taiwan University 4
Delft University of Technology 4
University of Montreal 4
Ca' Foscari University of Venice 4
University of Florida 4
Harbin Institute of Technology 4
Boston University 4
Binghamton University State University of New York 4
The University of Warwick 4
National Institute of Standards and Technology 4
University Michigan Ann Arbor 4
University of Illinois at Chicago 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
Fondazione Ugo Bordoni 4
American University of Beirut 4
University of Illinois at Urbana-Champaign 5
University of Sheffield 5
University of Minnesota System 5
Google Inc. 5
The University of British Columbia 5
The University of Western Ontario 5
Kyoto University 5
Polytechnic Institute of Turin 5
Beihang University 5
Brno University of Technology 5
City University of Hong Kong 5
University of Southern California, Information Sciences Institute 5
University of Pittsburgh 5
Beijing Institute of Technology 5
Nankai University 5
Simon Fraser University 5
Xerox Corporation 5
University of Strathclyde 5
University of Utah 5
Pohang University of Science and Technology 5
University of Roma La Sapienza 5
York University Canada 5
Microsoft Research Cambridge 5
Zhejiang University 6
University of Lugano 6
Duke University 6
Brown University 6
University of Twente 6
Sun Yat-Sen University 6
National Chiayi University 6
Johannes Kepler University Linz 6
University of Freiburg 6
IBM Haifa Labs 6
University of Chicago 6
University of Alberta 6
University at Buffalo, State University of New York 6
University of Jyvaskyla 6
Cornell Tech 6
National Library of Medicine 7
Ohio State University 7
University of California, Irvine 7
Purdue University 7
Bilkent University 7
University of Washington, Seattle 7
University College London 7
University of California, Berkeley 7
TU Dortmund University 7
Nanjing University 7
IBM Almaden Research Center 8
Italian National Research Council 8
University of Virginia 8
Cardiff University 8
Institute for Infocomm Research, A-Star, Singapore 9
Universidad de Chile 9
Georgia Institute of Technology 9
Wuhan University 9
Rutgers, The State University of New Jersey 9
Michigan State University 9
Illinois Institute of Technology 10
University of Electronic Science and Technology of China 10
Hong Kong Polytechnic University 10
Singapore Management University 10
Indian Statistical Institute, Kolkata 10
The University of North Carolina at Chapel Hill 10
Federal University of Minas Gerais 10
University of Milan 10
Shandong University 10
University of Padua 11
Pennsylvania State University 11
New York University 11
Universidad de A Coruna 11
Arizona State University 12
Hong Kong University of Science and Technology 12
Nanyang Technological University 13
Cornell University 13
Texas A and M University 13
Telcordia Technologies, Inc. 13
University of Technology Sydney 13
Virginia Tech 13
University of Southern California 14
University of Colorado at Boulder 15
Renmin University of China 16
University of Toronto 16
University of Amsterdam 17
Shanghai Jiaotong University 17
University of Melbourne 17
Carnegie Mellon University 17
University of Minnesota Twin Cities 17
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 17
Microsoft Research Asia 17
University of Waterloo 18
University of Southampton 18
Microsoft Corporation 18
Microelectronics Computer Technology Corporation 20
Technion - Israel Institute of Technology 20
Politecnico di Milano 20
University of Glasgow 21
Yahoo Research Labs 22
University of Tampere 23
Stanford University 23
Massachusetts Institute of Technology 24
Palo Alto Research Center Incorporated 24
Chinese University of Hong Kong 25
University of Massachusetts Amherst 25
University of Queensland 26
University of Arizona 28
RMIT University 28
Microsoft Research 28
Peking University 29
IBM Thomas J. Watson Research Center 33
University of Maryland 34
Tsinghua University 34
National University of Singapore 37

ACM Transactions on Information Systems (TOIS)
Archive


2018
Volume 36 Issue 3, February 2018  Issue-in-Progress

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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