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Time-Aware Click Model

Click-through information is considered as a valuable source of users’ implicit relevance feedback for commercial search engines. As existing studies have shown that the search result position in a search engine result page (SERP) has a very strong influence on users’ examination behavior, most existing click models are position based,... (more)

Hilbert Exclusion

Most research into similarity search in metric spaces relies on the triangle inequality property. This property allows the space to be arranged according to relative distances to avoid searching some subspaces. We show that many common metric spaces, notably including those using Euclidean and Jensen-Shannon distances, also have a stronger... (more)

Cost-Effective Online Trending Topic Detection and Popularity Prediction in Microblogging

Identifying topic trends on microblogging services such as Twitter and estimating those topics’ future popularity have great academic and... (more)

On Crowdsourcing Relevance Magnitudes for Information Retrieval Evaluation

Magnitude estimation is a psychophysical scaling technique for the measurement of sensation, where observers assign numbers to stimuli in response to... (more)

Targeted Advertising in Public Transportation Systems with Quantitative Evaluation

In spite of vast business potential, targeted advertising in public transportation systems is a grossly unexplored research area. For instance, SBS... (more)

Inverted Treaps

We introduce a new representation of the inverted index that performs faster ranked unions and intersections while using similar space. Our index is based on the treap data structure, which allows us to intersect/merge the document identifiers while simultaneously thresholding by frequency, instead of the costlier two-step classical processing... (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
How Well Are Arabic Websites Archived?

It is has long been anecdotally known that web archives and search engines favor Western and English language sites. In this paper we quantitatively explore how well indexed and archived are Arabic language Web sites as compared to those from other languages. We began by sampling 15,092 unique URIs from three website directories: DMOZ, Raddadi, and Star28. We eliminated pages not in Arabic and culled the collection to 7,976 Arabic language webpages. We then crawled the live Web and web archives to produce a collection of 300,646 Arabic language pages. We compared the analysis of Arabic language pages with that of English, Danish, and Korean language pages. In total, we analyzed over 500,000 Web pages. We discovered: 1) English has a higher archiving rate than Arabic, however, Arabic has a higher archiving rate than Danish and Korean. 2) Most Arabic and English language pages are located in the US, most Danish language pages were located in Denmark, and most Korean language pages were located in South Korea. 3) The presence of a Web page in a directory positively impacts indexing, and presence in the DMOZ directory, specifically, positively impacts archiving in all four languages.

Collaborative Intent Nowcasting with Real-Time Data Flow

Intelligent personal assistants on mobile devices such as Apple's Siri and Microsoft Cortana are increasingly important. Instead of passively reacting to queries, they provide users with brand new proactive experiences, which aim to offer the right information at the right time. It is, therefore, crucial for personal assistants to understand users' intent, i.e., what information users need now. Intent is closely related to context. Various contextual signals, including spatio-temporal information and users' activities, can signify users' intent. It is, however, challenging to model the correlation between intent and context. Intent and context are highly dynamic and often sequentially correlated. Contextual signals are usually sparse, heterogeneous, and not simultaneously available. We propose an innovative collaborative nowcasting model to jointly address all these issues. The model effectively addresses the complex sequential and concurring correlation between context and intent, and recognizes users' real-time intent with continuously arrived contextual signals. We extensively evaluate the proposed model with real-world data sets from a commercial personal assistant. The results validate the effectiveness the proposed model, and demonstrate its capability of handling the real-time flow of contextual signals. The studied problem and model also provide inspiring implications for new paradigms of recommendation on mobile intelligent devices.

Derive User Preferences of Mobile Apps from their Management Activities

Smartphone users adopt explosive number of mobile applications (a.k.a., apps) in the recent years. App marketplaces for iOS, Android and Windows Phone platforms host millions of apps with billions of downloads. Investigating how people manage mobile apps in their everyday lives creates a unique opportunity to understand the behavior and preferences of mobile device users, to infer the quality of apps, and to improve user experience. Existing literature provides very limited knowledge about app management activities, due to the lack of app usage data at scale. This paper takes the initiative to analyze a very large app management log collected through a leading Android app marketplace. The data set covers five months of detailed downloading, updating, and uninstallation activities, which involve 17 million anonymized users and one million apps. We present a surprising finding that the metrics commonly used to rank apps in app stores do not truly reflect the users' real attitudes. We then identify behavioral patterns from the app management activities that more accurately indicate user preferences of an app even when no explicit rating is available. A systematic statistical analysis is designed to evaluate machine learning models that predict user preferences using these behavioral patterns.

Unifying Virtual and Physical Worlds: Learning towards Local and Global Consistency

Event-based social networking service such as Meetup is capable of linking online virtual interactions and offline physical activities. Compared with the mono online social networking service (e.g., Twitter and Google+), such dual-networks provide a complete picture of users online and offline behaviors that are, more often than not, compatible and complementary. In the light of this, we argue that joint learning over dual-networks offers us a better way to comprehensively understand user behaviors and their underlying organizational principles. Despite its value, few efforts have been dedicated to the following factors within a unified model: 1) local user contextualization, 2) global structure coherence, and 3) effectiveness evaluation. Towards this end, we propose a novel co-clustering model for community detection over dual-networks to jointly model the local consistency for a specific user and the global consistency of partitioning results across networks. We theoretically derived its solution. Besides, we verified our model regarding multiple metrics from different aspects and applied it to the application of event attendance prediction.

Cross-Platform App Recommendation by Jointly Modeling Ratings and Texts

Over the last decade, the renaissance of Web technologies has transformed the online world into an application (App) driven society. While the abundant Apps have provided great convenience, their sheer number also leads to severe information overload, making it difficult for users to identify desired Apps. To alleviate the information overloading issue, recommender systems have been proposed and deployed for the online App domain. However, existing work on App recommendation has largely focused on one single platform, while ignores the rich and relevant data of other platforms. In this paper, we tackle the problem of cross-platform App recommendation, aiming at leveraging users' and Apps' data on multiple platforms to enhance the recommendation accuracy that bases on one single platform. One key advantage of our proposal is that by leveraging the multi-platform data, the perpetual issues in personalized recommender systems, data sparsity and cold-start, can be largely alleviated. To this end, we propose a sound and principled solution that integrates both the numerical ratings and textual content extracted from multiple platforms. Our solution innovatively represents an App as an aggregation of common features across platforms and specific features on the resided platform. Extensive experiments on real-world datasets have demonstrated the promising performance of our proposed approach.

A Neural Network Approach to Joint Modeling Social Networks and Mobile Trajectories

The accelerated growth of mobile trajectories in location-based services brings valuable data resources to understand users' moving behaviors. Apart from recording the trajectory data, another major characteristic of these location-based services is that they also allow the users to connect whomever they like. A combination of social networking and location-based services is called as location-based social networks (LBSN). In order to better analyze and mine LBSN data, we present a novel neural network model which can joint model both social networks and mobile trajectories. We adopt a network embedding method for the construction of social networks. The key of our model lies in the component of modeling mobile trajectories. We have considered four factors that influence the generation process of mobile trajectories, namely user visit preference, influence of friends, short-term and long-term sequential contexts. To characterize the last two contexts, we employ the RNN and GRU models to capture the sequential relatedness in mobile trajectories at different levels. Finally, the two components are tied by sharing the user network representations. Experimental results on two important applications demonstrate the effectiveness of our model. Especially, the improvement over baselines is more significant when either network structure or trajectory data is sparse.

Encoding Syntactic Knowledge in Neural Networks for Sentiment Classification

Phrase/Sentence representation is one of the most important problems in natural language processing. Many neural network models such as Convolutional Neural Network (CNN), Recursive Neural Network (RNN), and Long Short-Term Memory (LSTM) have been proposed to learn representations of phrase/sentence, however, rich syntactic knowledge has not been fully leveraged when composing a longer text from its shorter constituent words. The traditional models usually apply an end-to-end strategy, i.e., the composition process is optimized with a task-specific loss function, while the intermediate details of the process have been largely neglected. For instance, most models utilize only word embeddings to compose phrase/sentence representations, while the syntactic information of words has not been explored. In this paper, we propose to encode the syntactic knowledge (part-of-speech tags: POS tags) in neural networks to enhance the representation learning process. Specifically, we propose to learn tag-specific composition functions and tag embeddings in recursive neural networks, and propose to utilize POS tags to control the gates of tree-structured Long Short-Term Memory networks. We evaluate these models on two benchmark datasets for sentiment classification, and demonstrate that obvious improvements can be obtained with such syntactic knowledge encoded.

IDF for Word N-grams

Inverse Document Frequency (IDF) has been a widely-accepted term weighting scheme whose robustness is supported by many theoretical justifications. However, applying IDF to word N-grams (or simply, N-grams) of any length without relying on heuristics has remained a challenging issue. This paper describes a theoretical extension of IDF for handling N-grams. We first elucidates the theoretical relationship between IDF and the information distance, a universal metric defined by the Kolmogorov complexity. The findings above enable us to propose N-gram IDF, a new family of IDF, which gives fair weights to words and phrases of any length. Just based on the magnitude relation of N-gram IDF weights, dominant N-grams among overlapping ones can be determined. We also propose an efficient method to compute the N-gram IDF weights of all N-grams by leveraging the enhanced suffix array and wavelet tree. Because the exact computation of N-gram IDF provably requires much computational cost, we modify it to be a fast approximation method that can analytically estimate the error of the weights and keep the performance in an application level. Empirical evaluations on key term extraction and Web search query segmentation with various experimental settings demonstrated the robustness and language-independent nature of N-gram IDF.

Version-Aware Rating Prediction for Mobile App Recommendation

With the great popularity of mobile devices, the amount of mobile apps has grown in a dramatic rate than we have ever expected. A technical challenge is how to recommend suitable apps to mobile users. In this work, we identify and focus on a unique characteristic that exists in mobile app recommendation, i.e., an app usually corresponds to multiple release versions. Based on this characteristic, we propose a fine-grained version-aware app recommendation problem. Instead of directly learning the users' preferences over the apps, we aim to infer the ratings of users on a specific version of an app. However, the user-version rating matrix will be sparser than the corresponding user-app rating matrix, making existing recommendation methods less effective. In view of this, our approach has made two major extensions. First, we leverage the review text that is associated with each rating record; more importantly, we consider two types of version-based correlations. The first type is to capture the temporal correlations between multiple versions within the same app, and the second type of correlation is to capture the aggregation correlations between similar apps. Experimental results on a large data set demonstrate the superiority of our approach over several competitive methods.

Search Result Prefetching on Desktop and Mobile

Search result examination is an important part of searching. High page load latency for landing pages (clicked search results) can reduce the efficiency of the search process. Proactively prefetching landing pages in advance of clickthrough can save searchers valuable time. However, prefetching consumes resources (primarily bandwidth and battery) that are wasted unless the prefetched results are requested by searchers. Balancing the costs in prefetching particular results against the benefits in reduced latency to searchers represents the search result prefetching challenge. In this article we introduce this challenge and present methods to address it in both desktop and mobile settings. Our methods leverage searchers' cursor movements (on desktop) and viewport-based viewing behavior (on mobile) on search engine result pages (SERPs) in real time to dynamically estimate the result that searchers will request next. We demonstrate through large-scale log analysis that our approach significantly outperforms three strong baselines that prefetch results based on (i) the search engine result ranking (prefetch top-ranked results), (ii) past SERP clicks from all searchers for the query (prefetch popular results), or (iii) past SERP clicks from the current searcher for the query (prefetch results that the searcher prefers). Our methods can make the search process more efficient.

GVoS: A General System for Near-Duplicate Video Related Applications on Storm

The exponential increase of online videos greatly enriches users' life, but also brings about huge numbers of near-duplicate videos (NDVs) that seriously challenge video web sites. Video web sites need NDV related applications such as copyright violation detection, video monitoring, video re-ranking and video recommendation. Since these applications adopt different processing procedures and detailed algorithms, constructing separate special-purpose systems for them demands considerable costs on design, implementation and maintenance. In this paper, we propose GVoS--a general NDV system built on Storm, a popular distributed realtime stream processing platform, to simultaneously support a wide variety of video applications. The generality of GVoS is achieved by extracting reusable components from various applications, and the communication between components is achieved by a mechanism called Stream Shared Message (SSM) that contains video related data. Further, we present an algorithm to reduce the size of SSM in order to avoid data explosion and decrease transfer latency. Experimental results demonstrate that GVoS can achieve performance almost the same as the customized systems. Meanwhile, GVoS accomplishes remarkably higher component reusability and facilitates efficient developments of various video processing applications.

Clustered Elias-Fano Indexes

State-of-the-art encoders for inverted indexes compress each posting list individually. Encoding clusters of posting lists offers the possibility of reducing the redundancy of the lists while maintaining a noticeable query processing speed. In this paper we propose a new index representation based on clustering the collection of posting lists and, for each created cluster, building an ad-hoc reference list with respect to which all lists in the cluster are encoded with Elias-Fano. We describe a posting lists clustering algorithm tailored for our encoder and two methods for building the reference list for a cluster. Both approaches are heuristic and differ in the way postings are added to the reference list: or according to their frequency in the cluster or according to the number of bits necessary for their representation. The extensive experimental analysis indicates that significant space reductions are indeed possible, beating the best state-of-the-art encoders.

Processing Long Queries Against Short Text: Top-k Advertisement Matching in News Stream Applications

In this paper, we study how to process long queries against short text that finds many useful applications in context-aware advertising. It uses dynamic news feed as a query to match against an advertisement database and retrieves k most semantically relevant ads. Unfortunately, none of existing methods work well in this search paradigm. To bridge the gap, we resort to extending the classic TA algorithm proposed for top-k aggregation. We devise a new two-level partitioning with tight upper bound estimation to significantly reduce the number of evaluated ads. In addition, we propose a lazy-evaluation scheme to delay calculating the full scores of unpromising candidates. These two optimizations eventually bring 3-4 times performance boosting in a million-scale ad database. To further improve the performance, we propose a novel rank-aware block-oriented inverted index. Each entry in an inverted list is assigned a rank based on its importance in the ad. The new organization allows us to devise a much tighter upper bound estimation and provides a very early termination in a block-at-a-time search strategy. Experimental results show that the rank-aware methodology works extremely well and further improves the performance of TA-based methods by 4-40 times.

Bibliometrics

Publication Years 1983-2017
Publication Count 653
Citation Count 20583
Available for Download 653
Downloads (6 weeks) 4109
Downloads (12 Months) 36370
Downloads (cumulative) 737870
Average downloads per article 1130
Average citations per article 32
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)
David Carmel ACM Distinguished Member (2016)
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)
Elena Ferrari ACM Distinguished Member (2011)
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)
Tiejun Huang ACM Senior Member (2013)
Xiangji Huang ACM Senior Member (2016)
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 Prize in Computing (2008)
Joseph A Konstan ACM Software System Award (2010)
ACM Distinguished Member (2006)
Wessel Kraaij ACM Senior Member (2007)
Yiqun Liu ACM Senior Member (2016)
Raymond A Lorie ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
David E. Losada ACM Senior Member (2011)
Robert WP Luk ACM Senior Member (2007)
Yoelle Maarek ACM Distinguished Member (2010)
Jock D Mackinlay ACM Distinguished Member (2013)
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 Distinguished Member (2016)
ACM Senior Member (2012)
Stuart Edward Middleton ACM Senior Member (2014)
George Andrei Mihaila ACM Senior Member (2008)
Bradley N Miller ACM Software System Award (2010)
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)
Hui Xiong ACM Distinguished Member (2014)
ACM Senior Member (2010)
Qiang Yang ACM Distinguished Member (2011)
Shumin Zhai ACM Distinguished Member (2006)
Zhi-Hua Zhou ACM Distinguished Member (2013)
ACM Senior Member (2011)
Zhi-Hua Zhou ACM Distinguished Member (2013)
ACM Senior Member (2011)

First Name Last Name Paper Counts
Tatseng Chua 8
Justin Zobel 8
William Croft 8
Hsinchun Chen 8
Norbert Fuhr 7
Bin Cui 7
Gonzalo Navarro 6
Stavros Christodoulakis 6
Hector Garcia-Molina 6
Kalervo Järvelin, 5
Oren Kurland 5
Dennis Tsichritzis 5
Alistair Moffat 5
Zi Huang 5
John Gould 5
Thomas, Malone 5
Maarten De Rijke 5
Roger King 5
John Leggett 4
Ophir Frieder 4
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
Jimmy Lin 4
Hengtao Shen 4
Swapan Parui 3
Mark Sanderson 3
Jianyun Nie 3
Dawei Song 3
Luis Gravano 3
Elisa Bertino 3
Abdur Chowdhury 3
Joseph Konstan 3
Alexander Tuzhilin 3
Liqiang Nie 3
Amihai Motro 3
Kumyew Lai 3
Hongzhi Yin 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
Abraham Bookstein 3
David Carmel 3
Simon Gibbs 3
Pavel Zezula 3
William Cohen 3
Edleno De Moura 3
Cornelis Van Rijsbergen 3
Shmuel Klein 3
Jamie Callan 3
Wai Lam 3
Ben Shneiderman 3
Gary Marchionini 3
Ryen White 3
Hannah Bast 3
Jonathan Grudin 2
Hui Xiong 2
Benjamin Piwowarski 2
Filip Radlinski 2
Craig Macdonald 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
Charles Wiecha 2
Seungwon Hwang 2
Warren Greiff 2
Fazli Can 2
Vijay Raghavan 2
Mark Chignell 2
Alan Hevner 2
Rong Jin 2
Eric Jensen 2
Panagiotis Ipeirotis 2
Sakti Pramanik 2
Jiaul Paik 2
Mandar Mitra 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
Mark Carman 2
Carson Woo 2
Thorsten Joachims 2
Stuart Middleton 2
Jirong Wen 2
David Hicks 2
Michael Lyu 2
Jialie Shen 2
Howard Turtle 2
Qiang Zhu 2
Iadh Ounis 2
Kotagiri Ramamohanarao 2
Wanda Orlikowski 2
Hong Cheng 2
Fernando Diaz 2
William Webber 2
Anna Shtok 2
Barbara Pernici 2
Carmel Domshlak 2
Leefeng Chien 2
Antonio Fariña, 2
Clyde Giles 2
Padmini Srinivasan 2
Sudha Ram 2
Weiyi Meng 2
Jaime Teevan 2
Raymond Lau 2
Fred Damerau 2
Laurence Park 2
Keke Chen 2
Nick Craswell 2
Nigel Shadbolt 2
Xiangji Huang 2
Lucy Suchman 2
Stefano Mizzaro 2
Tieyan Liu 2
Christopher Higgins 2
Antonio Siochi 2
Steven Beitzel 2
Waynexin Zhao 2
Elena Baralis 2
Paolo Garza 2
Scott Hudson 2
Joemon Jose 2
Nicole Yankelovich 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
Zhaohui Zheng 2
Gediminas Adomavicius 2
Jinxi Xu 2
Falk Scholer 2
Claudio Lucchese 2
Shibing Yao 2
Clayton Lewis 2
Xiaojun Wan 2
William Jones 2
Peter Bruza 2
Mounia Lalmas 2
Gordon Cormack 2
Jaana Kekäläinen 2
Arjen De Vries 2
David Vallet 2
Yoelle Maarek 2
Dou Shen 2
John Mylopoulos 2
Paul Stotts 2
Charles Clarke 2
Qiang Yang 2
George Fitzmaurice 2
Anthony Kaye 2
Olivia Sheng 2
John Schnase 2
Jennifer Widom 2
Douglas Terry 2
Ismail Altingövde 2
Ronan Cummins 2
Maria Fugini 2
Essam El-Kwae 2
John Carroll 2
Hochung Wu 2
Loren Terveen 2
Tao Mei 2
Quan Yuan 2
Gao Cong 2
Pasquale Savino 2
Hady Lauw 2
Eepeng Lim 2
Hongyan Liu 2
Richard Furuta 2
Yong Yu 2
Nicola Tonellotto 2
Neil Rowe 2
Jiantao Sun 2
Stephen Boies 2
Hideki Koike 2
Robert Capra 2
Massimo Melucci 2
Susan Gauch 2
Edward Fox 2
Irwin King 2
Pável Calado 2
Tao Tao 2
Manolis Koubarakis 2
Letizia Tanca 2
Randall Trigg 2
Marcel Reinders 2
Giovanni Romano 2
Dimitris Papadias 2
Jorge Garza 2
Won Kim 2
Jiashu Zhao 2
Carolyn Crouch 1
Fernando Flores 1
Rodrick Megraw 1
Esa Auramaki 1
Kalle Lyytinen 1
Anatol Holt 1
Hweehwa Pang 1
Jeongwoo Ko 1
Teruko Mitamura 1
Francisco Lerch 1
Tomihisa Kamada 1
Kwokkee Wei 1
Long Jiang 1
Xiaoyong Du 1
Wei Chu 1
Chen Chang 1
Diane Strong 1
Matthew Conway 1
Cyrano Cabarrus 1
Jonathan Hull 1
Franco Cardillo 1
Alejandro López-Ortíz 1
Di Jiang 1
Li Zhang 1
Jun Ma 1
Thomas White 1
Paul Hart 1
Deborah Estrin 1
Ralf Jungclaus 1
Jock Mackinlay 1
George Robertson 1
Kangheng Wu 1
Alan Borning 1
Charu Aggarwal 1
David Zeltzer 1
Yunqi Sun 1
Jiandong Liang 1
Vincent Barnes 1
Zhuogang Li 1
Beverly Yang 1
Sriram Raghavan 1
Ruizhang Huang 1
Shingkit Chan 1
Kellogg Booth 1
Bernd Stahl 1
Marina Jirotka 1
Kalina Bontcheva 1
Jiawei Han 1
Lei Zhu 1
AlBing Rao 1
Bernard Tan 1
Jay Ponte 1
Yi Chang 1
Fatemeh Zahedi 1
Paul Thistlewaite 1
N Vujovic 1
Dragana Brzakovic 1
Jerry Farrell 1
Kai Chen 1
Jianhua He 1
Yi Zhou 1
Sai Wu 1
Shuaiqiang Wang 1
Rossano Venturini 1
Guandong Xu 1
Liming Ren 1
John Tang 1
John Wilbur 1
Stuart Card 1
Andreas Lemke 1
Gerhard Fischer 1
Mark Green 1
Philip YU 1
Clement Yu 1
Oren Etzioni 1
Minyen Kan 1
Helena Webb 1
Omer Rana 1
Md Alim 1
Hien Nguyen 1
Sana Hamdi 1
Amel Bouzeghoub 1
Hongwei Liang 1
Wassim El-Hajj 1
Khaled Shaban 1
Stan Lanning 1
Norman Delisle 1
Luca Cagliero 1
Qifan Wang 1
Yuexian Hou 1
ShiHuo Chang 1
Jongwook Kim 1
Qing Li 1
Jie Shao 1
Milad Shokouhi 1
Steven Hoi 1
Polly Brown 1
Starr Hiltz 1
Alberto Costa 1
Nima Asadi 1
Ben He 1
Sara Morsy 1
Daniel Schwabe 1
Kira Radinsky 1
Manuel Pérez-Quiñones 1
Ruth Beyth-Marom 1
Hamish McAlpine 1
Michael Bernstein 1
Chris Buckley 1
John Smith 1
Layne Watson 1
H Hartson 1
Sharon Greene 1
CheukHang Ng 1
Bradley Miller 1
Yusheng Lai 1
Devika Subramanian 1
Eileen Abels 1
Gang Qian 1
Bozena Thompson 1
Raymond Lorie 1
Marimuthu Palaniswami 1
Frederick Thompson 1
Yanzheng Wei 1
John Lusth 1
J Kelley 1
Gary Sockut 1
Jianping Fan 1
Elena Ferrari 1
Joan Morrissey 1
Mengchang Chen 1
Michael Begeman 1
Dennis Shasha 1
Michael Salisbury 1
Karin Petersen 1
Joel Remde 1
Dennis Egan 1
Rodrigo Botafogo 1
Calvin Lue 1
Joseph Kalash 1
Cheng Niu 1
Ulrich Pfeifer 1
Jian Ma 1
Rafi Nachmias 1
David Elsweiler 1
Mark Baillie 1
John Lafferty 1
Célia Dos Santos 1
Hsijian Lee 1
Uffe Wiil 1
Philip Wu 1
Qiang Xue 1
Carole Hafner 1
Jiajun Liu 1
Geoff Walsham 1
Maria Hanrahan 1
Moshe Zloof 1
Vance Waddle 1
Calvin Gotlieb 1
Dan Moldovan 1
Fabio Salice 1
Tsongli Wang 1
Jennifer Eberhardt 1
Mary Rosson 1
Kazem Taghva 1
Timo Raita 1
Sebastiano Vigna 1
John Guiver 1
Salvatore Garruzzo 1
Michael Stonebraker 1
Vasilis Delis 1
Diego Puppin 1
Jonathan Cohen 1
Paulo Masiero 1
Marcelo Turine 1
Woojin Paik 1
Sholom Weiss 1
Matteo Dell'Amico 1
Licia Capra 1
Frederik Transier 1
Wendy Lehnert 1
Thomas Lynam 1
Peter Sander 1
Andreas Oberweis 1
Sen Zhang 1
Dave Straube 1
Yariv Aridor 1
Nicola Ferro 1
ChengSeen Ho 1
Frank Walker 1
Elizabeth Liddy 1
Chidanand Apté 1
Peter Sanders 1
W Wilbur 1
Hari Sundaram 1
Richard Scamell 1
Changqing Zhou 1
Jialie Shen 1
Waiman Cheung 1
Jari Alasuvanto 1
Tamer Özsu 1
Karl Mueller 1
Krishna Bharat 1
Zhiqiang Toh 1
Barry Smyth 1
Chinhui Lee 1
Khechai Sim 1
Jie Lu 1
Stuart Madnick 1
Murugappan Palaniappan 1
Raymond McCall 1
Frank Shipman 1
Udo Kruschwitz 1
Miamaria Saastamoinen 1
Kaiqi Zhao 1
Zongyang Ma 1
Prasenjit Majumder 1
David Millard 1
Goffredo Haus 1
Alberto Pinto 1
Hang Li 1
Jun Xu 1
Elihu Gerson 1
Sanghoon Lee 1
Gianni Costa 1
Hao Chen 1
Shlomo Moran 1
Holger Meuss 1
Yisong Yue 1
Mark Ackerman 1
Saturnino Luz 1
Dong Wang 1
Robert Mack 1
Riccardo Miotto 1
Hamideh Afsarmanesh 1
J Rames 1
Daniel Lemire 1
Ling Chen 1
Javed Mostafa 1
Xiaofeng Zhu 1
Hweetou Ng 1
Huanbo Luan 1
Stéphane Bressan 1
Andrea Tagarelli 1
Sadegh Kharazmi 1
Anne Loomis 1
Bernard Haan 1
Tom Bruns 1
Chris Fox 1
Feza Baskaya 1
David Peleg 1
Mark Weal 1
Wendy Hall 1
Jinhan Kim 1
Carl Hewitt 1
Snehasis Mukhopadhyay 1
Jordi Turmo 1
Simon King 1
Derek Oppen 1
Stephen Pollock 1
Sten Andler 1
Philip Smith 1
Roberto Maiocchi 1
Hongfei Yan 1
Shengqing Hu 1
Mengren Qian 1
Christina Lioma 1
Keunho Ryu 1
Manlung Yiu 1
Karthik Raman 1
Shiyang Lu 1
Mehrdad Mahdavi 1
Mehrnoush Shamsfard 1
Yizhou Sun 1
Bradley Skaggs 1
Andrea Esuli 1
Seunghoon Na 1
Manuel Gomez-Rodriguez 1
Nan Du 1
Clement Yu 1
Chengyu Hsieh 1
Hongtai Chou 1
David Maier 1
Anders Bjornerstedt 1
Maarten Marx 1
Ronald Lee 1
Xiaofang Zhou 1
Luca Becchetti 1
Tiejun Huang 1
Casper Petersen 1
Minghao Piao 1
Olivier Van Laere 1
Christopher Jones 1
Ling Chen 1
Wessel Kraaij 1
Gergely Korodi 1
Aditya Pal 1
Franklin Harper 1
F Campagnoni 1
Jon Kleinberg 1
George Awad 1
Mansaint Yuen 1
Shahana Sen 1
Shengyang Li 1
E Fiume 1
Mark Hornick 1
Alan Purdy 1
Diklun Lee 1
Margrethe Olson 1
Edward Sciore 1
Ralf Güting 1
George Karypis 1
Mukund Deshpande 1
Miro Lehtonen 1
Michael Graves 1
Jinsoo Park 1
Daniel Berry 1
Alan Biermann 1
Carolyn Stanley 1
Norbert Janssen 1
Yeyi Wang 1
Yimin Wei 1
Mstislav Maslennikov 1
Hongjun Lu 1
Aldong Zhang 1
Hiroshi Kuribayashi 1
Yannis Vassiliou 1
Richard Taylor 1
Siddharth Kaza 1
Rajiv Choudhary 1
Jørgen Bansler 1
Shima Gerani 1
Robert DeLine 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
Keld Bødker 1
Steven Miller 1
Venkat Rangan 1
Christopher Fry 1
Hongyuan Zha 1
Long Guo 1
Michael Littman 1
Bernard Jansen 1
Shazia Sadiq 1
Yongxin Tong 1
Shiwan Zhao 1
Zhumin Chen 1
Franco Nardini 1
Zhiping Gu 1
Mark Mydland 1
Gunter Saake 1
Anders Mørch 1
Vasileios Hatzivassiloglou 1
Christopher Shaw 1
Ulla Merz 1
Sergey Melnik 1
Hang Cui 1
Helene Hembrooke 1
Mihai Lupu 1
Wenhui Zhang 1
Jaime Arguello 1
Hazem Hajj 1
David Rosenblitt 1
Gregg Foster 1
Luca Aiello 1
Katsumi Tanaka 1
Mayer Schwartz 1
Xiaozhao Zhao 1
L Leung 1
John Shepherd 1
Noa Gradovitch 1
Max Van Kleek 1
Amjad Daoud 1
Lenwood Heath 1
Deborah Hix 1
Manuel De Buenaga 1
Timothy Hoad 1
Lise Getoor 1
Jie Han 1
Jing Bai 1
Gerald Karam 1
Ravi Krishnamurthy 1
Mehran Sahami 1
Joanne Claussen 1
Yannis Drougas 1
Debra Gash 1
Thomas Landauer 1
Louis Gomez 1
Dario Lucarella 1
Engin Demir 1
Peter Schwarz 1
Anthony Tomasic 1
Peter Schäuble 1
Mark Weiser 1
José San Pedro 1
Tim Pohle 1
Shimon Schocken 1
Murray Mazer 1
Elisa Quintarelli 1
Xiaofeng Guan 1
Author index 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
Jun Miao 1
Sheng Gao 1
Shiqiang Yang 1
Muhammad Ibrahim 1
Helen Nissenbaum 1
Satya Rachakonda 1
Catherine Plaisant 1
Ying Lu 1
Michael Cole 1
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Michael Chau 1
Elad Yom-Tov 1
Klaus Schulz 1
Francisco Claude 1
Ángeles Places 1
Ben Carterette 1
Weigang Wang 1
Robert Neches 1
Fiana Raiber 1
Zhengjun Zha 1
Stephanie Haas 1
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Piotr Sankowski 1
Taklam Wong 1
Sicong Zhang 1
Jiancong Tong 1
Parvaz Mahdabi 1
Zhongzhi Shi 1
Katja Hofmann 1
Yogen Dalal 1
Kaveh Pahlavan 1
Mary Culnan 1
Xin Cao 1
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Xiao Li 1
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Satoshi Matsuoka 1
Shin Takahashi 1
Jun He 1
Prasun Dewan 1
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Jian Cao 1
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O Wu 1
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Vadims Krivcovs 1
Adam Edwards 1
My Thai 1
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D Rama 1
Ningnan Zhou 1
Irene Greif 1
Daniel Bobrow 1
Julia Mayer 1
Qing Cui 1
Hanjun Dai 1
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Maria Sapino 1
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Neill Kipp 1
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Chengqi Zhang 1
Bruno De Araujo 1
Chunghsien Wu 1
Marko Rodriguez 1
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George Herman 1
Fabio Schreiber 1
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Elizabeth Chang 1
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Patrick Martin 1
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Arab Salem 1
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Nadene Lynn 1
Antonin Guttman 1
Brigitte Bigi 1
Hsiaowuen Hon 1
Xin Fu 1
Alexandra Poulovassilis 1
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Peter Knees 1
Xin Yan 1
Xue Li 1
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Rosie Jones 1
Yiliang Zhao 1
Alex Borgida 1
Hao Ma 1
Bingjun Sun 1
Ari Pirkola 1
Debby Hindus 1
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Mark Steyvers 1
Hyowon Lee 1
Zheng Ye 1
Peter Hibbard 1
Sergio Greco 1
James Coombs 1
Pertti Vakkari 1
Ornan Gerstel 1
Jianying Wang 1
Xiao Fang 1
Kalyankumar Datta 1
Quan Wang 1
Susan Star 1
A Pathria 1
Christian Jensen 1
Christer Hulten 1
Lawrence Lefkowitz 1
Gabriella Kazai 1
Bradley Hartfield 1
Terry Winograd 1
Ronen Brafman 1
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Wagner Meira 1
José Paramá 1
Gary Katzenstein 1
Mary McCabe 1
Yutaka Kataoka 1
Paolo Ciaccia 1
Emmet Whitehead 1
Tianjun Fu 1
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Riccardo Ortale 1
James Davison 1
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Nicholas Evans 1
Abdul Shariff 1
Jan Cernocku 1
Robert, Benjamin 1
Almer Tigelaar 1
Gad Markovits 1
Gwang Jung 1
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Stéphane Clinchant 1
Yuanhua Lv 1
Daqing He 1
Dongyi Guan 1
Jianguo Wang 1
Xiaoguang Liu 1
Ana Cerdeira-Pena 1
Shimon Whiteson 1
Fabrizio Sebastiani 1
Peter Lyngbæk 1
Hsinchun Chen 1
Monica Sleumer 1
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Jingjing Zhang 1
Randy Pausch 1
Randolph McAfee 1
Andrew Whinston 1
Paul Klose 1
Yiqun Liu 1
Chao Wang 1
Shaoping Ma 1
Weiqing Wang 1
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Domenico Dato 1
Dingyu Yang 1
Cristina Sernadas 1
Robert Jacob 1
Chihfong Tsai 1
Hong Yu 1
Jeffreyjunfeng Pan 1
Shumin Zhai 1
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Bing Pan 1
Huiling Zhang 1
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Su Yan 1
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Daniela Rus 1
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M Markus 1
T Waema 1
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Kehchiang Yu 1
Giuseppe Amato 1
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Mingsyan Chen 1
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Ben He 1
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Wen Wu 1
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Ilya Markov 1
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Haizhou Li 1
Chenghian Goh 1
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Les Gasser 1
Jianying Hu 1
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Sumit Bhatia 1
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Lluís Màrquez 1
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Yi Wu 1
Ilaria Bordino 1
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Sen Wu 1
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Yuanzhupeter Chen 1
Liling Jiang 1
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Ferhan Türe 1
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Jie Tang 1
Hongyuan Zha 1
Jörg Sander 1
Ramesh Sankaranarayanan 1
Chihyi Chiu 1
Gueiwun Han 1
Bernd Lamparter 1
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F Ho 1
Chunwu Leng 1
Stefan Britts 1
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David Pennock 1
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Shuilung Chuang 1
Alex Acero 1
Gang Wu 1
Steffen Heinz 1
Eric Bier 1
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Hiroyoshi Ohara 1
Joachim Schmidt 1
Andy Hopper 1
Roy Want 1
Jim Gemmell 1
Kenneth Anderson 1
Srihari Sampathkumar 1
Srinivas Ramanathan 1
James Gerlach 1
Xiaohui Xie 1
Zhongchen Miao 1
Wenjun Zhang 1
Lucia Vadicamo 1
Dongxiang Zhang 1
Hengtao Shen 1
Edward Chang 1
James French 1
Jennifer Xu 1
Steve Fox 1
Thorsten Hartmann 1
Rebecca Grant 1
Paolo Tiberio 1
Charles Kacmar 1
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Jie Yin 1
Fatima Al-Garawi 1
Jorma Laurikkala 1
ManKit Chang 1
Zhongming Ma 1
David Lewis 1
Pete Burnap 1
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Ramana Rao 1
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Jiang Bian 1
Emanuele Buccio 1
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Ying Zhang 1
Lorrin Garson 1
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Ron Szabo 1
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Ofer Bergman 1
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A Dong 1
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Qifan Chen 1
Naama Zwerdling 1
Altigran Da Silva 1
Azadeh Shakery 1
Brad Myers 1
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Marius Paşca 1
Jack Conrad 1
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Ann Lally 1
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J Eveland 1
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Jianguo Xiao 1
Wei Gao 1
Gregory Crane 1
Adele Howe 1
Charles McClellan 1
Frank Safayeni 1
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Xiangyu Wang 1
Jintae Lee 1
Heikki Hämmäinen 1
Frank Hopfgartner 1
Douglas Vogel 1
Ofer Egozi 1
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Judith Olson 1
Alexander Hars 1
Gary Olson 1
Chris Schmandt 1
Hiroshi Ishii 1
Minoru Kobayashi 1
Vesper Owei 1
S Suthasinekul 1
Jian Su 1
Xiaobing Xue 1
Padhraic Smyth 1
Brigitte Rock 1
Georg Gottlob 1
Loc Do 1
Noel O'Connor 1
Shaowei Liu 1
Wenwu Zhu 1
Teekiah Chia 1
G Chen 1
Junyu Xuan 1
Michael Siegel 1
Seungtaek Park 1
Dirk Bahle 1
Wop Nawijn 1
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Tung Bui 1
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Jon Gulla 1
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Augusto Celentano 1
Artur Pessoa 1
Marcin Kaszkiel 1
Radford Neal 1
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Javier Tejedor 1
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Ronald Rice 1
Djoerd Hiemstra 1
Meng Wang 1
Xudong Zhang 1
Dongdong Shan 1
Lidong Bing 1
Xuemeng Song 1
Qing Li 1
Anagha Kulkarni 1
James Allan 1
Zhen Yue 1
Gang Wang 1
Jingdong Wang 1
Zhiyong Wang 1
Bart Dhoedt 1
Dawei Luo 1
Thomas Little 1
Ioan Tăbuş 1
Jay Israel 1
Aditya Pal 1
Zhiyong Cheng 1
Raymond Ng 1
Steve Jones 1
Lifeng Jia 1
Tsunghan Tsai 1
Charalampos Chelmis 1
Wolfgang Effelsberg 1
Maria Theodoridou 1
Siranush Radicati 1
Susanna Barber 1
Eileen Trauth 1
David Choy 1
Roberto Zicari 1
Jonathan Herlocker 1
TeSon Kuo 1
Roger Dannenberg 1
Álvaro Barreiro 1
Quinzheng Kong 1
Xiangfeng Luo 1
G Blake 1
Khoa Doan 1
Azhar Alhindi 1
Nicholas Belkin 1
Aixin Sun 1
Christopher Bailey 1
Ettore Ritacco 1
Ron Sacks-Davis 1
Richard Sproat 1
Ralf Schenkel 1
Tamara Kolda 1
Scott Moore 1
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Jacques Savoy 1
Colette Rolland 1
Ida Mele 1
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Shoaib Jameel 1
Zhaoyan Ming 1
Jiaul Paik 1
Jian Zhang 1
Clarence, Ellis 1
Dipasree Pal 1
Stephen Smith 1
Tiancheng Lou 1
Yufei Tao 1
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Ralf Keller 1
M Papa 1
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Jaap Kamps 1
Liqun Ruan 1
Michael Novak 1
Celia Romm 1
John Limb 1
Sargur Srihari 1
Min Zhang 1
Yi Fang 1
Caroline Eastman 1
Nathan Griffiths 1
Jia Chen 1
Qin Jin 1
Shenghua Bao 1
Jari Veijalainen 1
Liang Hu 1
Longbing Cao 1
Roger Ehrich 1
Won Kim 1
Rong Pan 1
Stephen Weyer 1
Pierre Dupont 1
Christine Kincaid 1
Zonghuan Wu 1
Cody Kwok 1
Joyce Chai 1
Patrick Gallinari 1
Symeon Papadopoulos 1
Chenyi Zhang 1
Roula Hobeica 1
Mike Graf 1
Gail Rein 1
Quentin Jones 1
Bin Gao 1
Wenjie Li 1
Adam Jatowt 1
Clarence Ellis 1
Udi Manber 1
Mark Dunlop 1
Milad Shokouhi 1
Jianke Zhu 1
Ben Hicks 1
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Kai Groβjohann 1
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Sara Cohen 1
Juifeng Yeh 1
Andrew Webb 1
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Steven Smith 1
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Carol Friedman 1
Carol Justus 1
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Art Ammann 1
Paula Sweeney 1
Kyuyoung Whang 1
Kenneth Utting 1
Mihai Surdeanu 1
Trystan Upstill 1
Gondy Leroy 1
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Chunhung Cheng 1
Ernesto Damiani 1
James Thornton 1
Carol Lochbaum 1
Hal Berghel 1
Antonella Zanzi 1
Daniel Robey 1
Laura Haas 1
Srinandan Dasmahapatra 1
M Scerbo 1
Robert Allen 1
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Gary Nutt 1
Diane Kelly 1
Maria De Oliveira 1
Dashiell Kolbe 1
Yiming Yang 1
Munmun De Choudhury 1
Ajita John 1
Eyal Krikon 1
Charles Paddock 1
Yiyu Yao 1
S Wong 1
Airi Salminen 1
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João Magalhães 1
Stefan Rüger 1
Samuel Huston 1
W Croft 1
Eero Eloranta 1
Hui Fang 1
Tomchao Zhou 1
Chris Horner 1
Harvey Brightman 1
Michael Schrefl 1
Eugene Guglielmo 1
Fei Cai 1
Alan Smeaton 1
Hongbin Dai 1
Ling Liu 1
Roi Blanco 1
Guangquan Zhang 1
Andrew Whitsitt 1
Tomas Saulys 1
M Albakour 1
Rachel Matichin 1
Gobinda Kole 1
Eduardo Rodríguez 1
Olivier Chapelle 1
Rifat Ozcan 1
Ian Witten 1
Dianne O'Leary 1
Raphael Troncy 1
Steven Kimbrough 1
Ravichander Vipperla 1
Michal Fapšo 1
František Grézl 1
Giampio Bracchi 1
Rudy Hirschheim 1
Mark Guttenbrunner 1
Nicola Orio 1
Steven Shute 1
Beb Galdes 1
Douglas Metzler 1
Scott Deerwester 1
Peter Bollmann 1
Federico Barbic 1
Aris Anagnostopoulos 1
Shuguang Han 1
Eric Lo 1
Kevyn Collins-Thompson 1
Mohamed Sarwat 1
Richong Zhang 1
Paul Over 1
Lise Getoor 1
Scott Stevens 1
Stephen Robertson 1
Aleksandr Chuklin 1
Anne Schuth 1
Ke Zhou 1
Le Song 1
Bernhard Schölkopf 1
Ping Li 1
Hyoungjoo Kim 1
Bernard Hauzeur 1
Thomas Hofmann 1
Zan Huang 1
Börkur Sigurbjörnsson 1
Forouzan Golshani 1
Erkki Lehitnen 1
TeckTim Tan 1
Jakob Gonczarowski 1
Veronica Falcao 1
Taesup Moon 1
Yingqin Gu 1
Nava Pliskin 1
Gerald Barber 1
Andrew Bailey 1
Robert Purvy 1
Richard Connor 1
Andrew Turpin 1
Liqiang Nie 1
Roberto Konow 1
Beitao Li 1
Peter Turney 1
Alasdair Thomason 1
Zhong Su 1
Shanshan Huang 1
Kuldeep Karnawat 1
DikKun Lee 1
Jing Jiang 1
Ken McGarry 1
David Sturman 1
Martti Juhola 1
Alda Gançarski 1
Ke Wang 1
Aqil Azmi 1
Nouf Alshenaifi 1
Sunil Sarin 1
Peter Sassone 1
Sylvia Sheppard 1
Lorraine Normore 1
Richard Entlich 1
Steve Whittaker 1
Ralph Palmer 1
Mc Schraefel 1
Shamim Mohamed 1
David Bodoff 1
Xindong Wu 1
Shichao Zhang 1
Mário Nascimento 1
Xuanhui Wang 1
Liangchih Yu 1
Andrew Trotman 1
Daniel McDonald 1
Herbert Van De Sompel 1
Elena Zheleva 1
Luc Moreau 1
Christos Tryfonopoulos 1
Petros Venetis 1
Krisztian Balog 1
Al Khorasani 1
Kuantsae Huang 1
Andrew Clement 1
Ahmed Elmagarmid 1
Ilmério Silva 1
Jun Wang 1
Jeff Conklin 1
Carolyn Watters 1
W Edwards 1
Paul Dourish 1
Ehud Rivlin 1
Bo Hu 1
Ming Zhou 1
Markus Schedl 1
Gerhard Widmer 1
Edmund Yu 1
Peter Nürnberg 1
Christopher Chute 1
Michael Bendersky 1
Alberto Belussi 1
Einat Minkov 1
Henry Lucas, 1
QingPing Tan 1
Bo Hu 1
Shashi Shekhar 1
Qi Liu 1
Cheng Hsu 1
Victor Mak 1
Daniel Ford 1
Paul Resnick 1
George Thoma 1
Jiangtao Cui 1
Kejia Chen 1
Peng Cui 1

Affiliation Paper Counts
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 Pisa 1
University of Ottawa, Canada 1
University of Athens 1
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The University of Georgia 1
Cisco Systems 1
University of Regina 1
Nortel Networks 1
University of Patras 1
University of California System 1
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Miami University Oxford 1
California State University 1
International Computer Science Institute 1
Ghent University 1
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Institute for Cancer Research and Treatment, Candiolo 1
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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
Philips Healthcare Nederland 1
Fuji Xerox Co., Ltd. 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
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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
Iona College 1
Hewlett-Packard Inc. 1
University of Liverpool 1
Jadavpur University 1
Universite Paris 1 Pantheon-Sorbonne 1
IBM, USA 1
Nokia Bell Labs 1
State University of New York College at Oneonta 1
University of Toledo 1
University of Greenwich 1
Aalborg University 1
Pace University 1
Open University of Israel 1
University of Connecticut 1
University of Bari 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 and Telephone Corporation 1
Xidian University 1
University Michigan Ann Arbor 1
Swiss Federal Institute of Technology, Zurich 1
Lakehead University 1
Universidad de Vigo 1
Center For Research And Technology - Hellas 1
Nokia Corporation 1
American Chemical Society 1
Polytechnic Institute of Bari 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
University of Manchester 1
Claremont Graduate University 1
Deutsche Telekom 1
Zhejiang University 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 Ltd. 1
National Chung Cheng University 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
University of Vermont 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
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
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
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, Faculty of Science 2
Max Planck Institute for Informatics 3
University of Essex 3
University of Electronic Science and Technology of China 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
University of Montreal 3
Kyoto University 3
Georgia State University 3
Beihang 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
Tianjin University 3
Monash University 3
University of Reggio Calabria 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
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 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
Ca' Foscari University of Venice 4
University of Florida 4
Boston University 4
Binghamton University State University of New York 4
The University of Warwick 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
Shandong University 4
York University Canada 4
Fondazione Ugo Bordoni 4
American University of Beirut 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
Simon Fraser University 5
Xerox Corporation 5
University of Strathclyde 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
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 Jyvaskyla 6
University of Padua 7
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 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
Italian National Research Council 8
Cardiff University 8
Rutgers, The State University of New Jersey 8
Universidad de Chile 9
Georgia Institute of Technology 9
Federal University of Minas Gerais 9
Michigan State University 9
Illinois Institute of Technology 10
Arizona State University 10
Hong Kong Polytechnic University 10
Indian Statistical Institute, Kolkata 10
Shanghai Jiaotong University 10
The University of North Carolina at Chapel Hill 10
University of Milan 10
Pennsylvania State University 11
Nanyang Technological University 11
New York University 11
Universidad de A Coruna 11
University of Technology Sydney 11
Hong Kong University of Science and Technology 12
Renmin University of China 12
Microsoft Corporation 12
Cornell University 13
Texas A and M University 13
Telcordia Technologies, Inc. 13
Virginia Tech 13
University of Melbourne 14
Microsoft Research Asia 14
University of Colorado at Boulder 15
University of Amsterdam 15
Tsinghua University 15
Carnegie Mellon University 15
University of Southern California 15
University of Toronto 16
University of Glasgow 17
University of Minnesota Twin Cities 17
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 17
University of Waterloo 18
University of Southampton 18
Yahoo Research Labs 18
Peking University 19
Microelectronics Computer Technology Corporation 20
Technion - Israel Institute of Technology 20
Politecnico di Milano 20
Stanford University 22
University of Tampere 23
Microsoft Research 23
RMIT University 24
University of Massachusetts Amherst 24
Massachusetts Institute of Technology 24
Palo Alto Research Center Incorporated 24
Chinese University of Hong Kong 25
University of Queensland 26
University of Arizona 28
National University of Singapore 28
IBM Thomas J. Watson Research Center 33
University of Maryland 34

ACM Transactions on Information Systems (TOIS)
Archive


2017
Volume 35 Issue 3, January 2017  Issue-in-Progress

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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