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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... (more)

Further Insights on Drawing Sound Conclusions from Noisy Judgments

The effectiveness of a search engine is typically evaluated using hand-labeled datasets, where the labels indicate the relevance of documents to... (more)

An Integrated Signature-Based Framework for Efficient Visual Similarity Detection and Measurement in Video Shots

This article presents a framework for speedy video matching and retrieval through detection and... (more)

Neural Vector Spaces for Unsupervised Information Retrieval

We propose the Neural Vector Space Model (NVSM), a method that learns representations of documents in an unsupervised manner for news article... (more)

Sentence Relations for Extractive Summarization with Deep Neural Networks

Sentence regression is a type of extractive summarization that achieves state-of-the-art performance and is commonly used in practical systems. The... (more)

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

Location extraction, also called “toponym extraction,” is a field covering geoparsing, extracting spatial representations from location mentions in text, and geotagging, assigning spatial coordinates to content items. This article evaluates five “best-of-class” location extraction algorithms. We develop a geoparsing... (more)

Factors Influencing Users’ Information Requests: Medium, Target, and Extra-Topical Dimension

We report on a crowdsourced study that investigated how two factors influence the way people formulate information requests. Our first factor, medium,... (more)

How Does Domain Expertise Affect Users’ Search Interaction and Outcome in Exploratory Search?

People often conduct exploratory search to explore unfamiliar information space and learn new... (more)

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About TOIS

ACM Transactions on Information Systems (TOIS) is a scholarly journal that publishes previously unpublished high-quality scholarly articles in all areas of information retrieval.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

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Forthcoming Articles
Brotli: A general-purpose data compressor

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

Seed-Guided Topic Model for Document Filtering and Classification

In this paper, we propose a seed-guided topic model for the dataless text filtering and classification (named DFC). Given a collection of unlabeled documents, and for each category a small set of seed words that are relevant to the semantic meaning of the category, DFC filters out the irrelevant documents and classify the relevant documents into the corresponding categories through topic influence. DFC models two kinds of topics: category-topics and general-topics. Also, there are two kinds of category-topics: relevant-topics and irrelevant-topics. Each relevant-topic is associated with one specific category, representing its semantic meaning. The irrelevant-topics represent the semantics of the unknown categories covered by the document collection. DFC assumes that each document is associated with a single category-topic and a mixture of general-topics. A document is filtered, or classified, based on its posterior category-topic assignment. Experiments on two widely used datasets show that DFC consistently outperforms the state-of-the-art dataless text classifiers for both classification with filtering and classification without filtering, and achieve comparable or even better classification accuracy than the state-of-the-art supervised learning solutions. We also conduct a thorough study about the impact of seed words for the existing dataless classification techniques. The results reveal that the document coverage of the seed words mainly affects the dataless classification performance.

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

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

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

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

Location-aware Influence Maximization over Dynamic Social Streams

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

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

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

Binary Sketches for Secondary Filtering

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

A Deep Bayesian Tensor Based System for Video Recommendation

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

Interactive Intent Modeling for Exploratory Search

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

Personalized Context-Aware Point of Interest Recommendation

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

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

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

Learning to Adaptively Rank Document Retrieval System Configurations

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

Bibliometrics

Publication Years 1983-2018
Publication Count 717
Citation Count 21981
Available for Download 717
Downloads (6 weeks) 3747
Downloads (12 Months) 39870
Downloads (cumulative) 791462
Average downloads per article 1104
Average citations per article 31
First Name Last Name Award
Mark S Ackerman ACM Fellows (2013)
Charu Chandra Aggarwal ACM Fellows (2013)
Ricardo A Baeza-Yates ACM Fellows (2009)
Hal Berghel Outstanding Contribution to ACM Award (2000)
ACM Fellows (1998)
ACM Distinguished Service Award (1996)
Elisa Bertino ACM Fellows (2003)
Alan W Biermann ACM Fellows (2000)
Daniel Bobrow ACM Fellows (1994)
ACM Software System Award (1992)
ACM Programming Systems and Languages Paper Award (1974)
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Alan H Borning ACM Fellows (2001)
Stuart K. Card ACM Fellows (2000)
David Carmel ACM Distinguished Member (2016)
John Carroll ACM Fellows (2003)
Carlos A. Castillo ACM Senior Member (2014)
Hsinchun Chen ACM Fellows (2015)
Ming-Syan Chen ACM Fellows (2006)
Charles L A Clarke ACM Distinguished Member (2015)
Fabio Crestani ACM Senior Member (2009)
Bruce Croft ACM Fellows (1997)
Ernesto Damiani ACM Distinguished Member (2008)
Paul Dourish ACM Fellows (2015)
Susan T Dumais ACM Athena Lecturer Award (2014)
ACM Fellows (2006)
Clarence A Ellis ACM Fellows (1998)
Ahmed Elmagarmid ACM Fellows (2012)
ACM Distinguished Member (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
ACM Fellows (2000)
Christos Faloutsos ACM Fellows (2010)
Elena Ferrari ACM Distinguished Member (2011)
Gerhard Fischer ACM Fellows (2009)
Edward Fox ACM Fellows (2017)
Ophir Frieder ACM Fellows (2005)
Alvaro Barreiro Garcia ACM Senior Member (2009)
Hector Garcia-Molina ACM Fellows (1997)
Lee Giles ACM Fellows (2006)
Calvin C. Gotlieb Outstanding Contribution to ACM Award (2011)
ACM Presidential Award (2002)
ACM Fellows (1994)
Georg Gottlob ACM Fellows (2007)
Irene Greif ACM Fellows (1997)
Jonathan Grudin ACM Fellows (2012)
Laura M Haas ACM Fellows (2006)
Wendy Hall Outstanding Contribution to ACM Award (2014)
ACM Fellows (2010)
Jiawei Han ACM Fellows (2003)
Jonathan L Herlocker ACM Software System Award (2010)
Djoerd Hiemstra ACM Senior Member (2009)
Eric Horvitz ACM AAAI Allen Newell Award (2015)
ACM Fellows (2014)
Xian-Sheng Hua ACM Distinguished Member (2015)
ACM Senior Member (2009)
Tiejun Huang ACM Senior Member (2013)
Xiangji Huang ACM Distinguished Member (2017)
ACM Senior Member (2016)
Yannis E Ioannidis ACM Fellows (2004)
Robert J.K. Jacob ACM Fellows (2016)
Bernard Jansen ACM Senior Member (2017)
Matthias Jarke ACM Fellows (2013)
Christian S. Jensen ACM Fellows (2011)
Thorsten Joachims ACM Fellows (2014)
Min-Yen Kan ACM Senior Member (2009)
David Karger ACM Fellows (2009)
ACM Doctoral Dissertation Award (1994)
Won Kim ACM Distinguished Service Award (2001)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM Fellows (2013)
ACM Prize in Computing (2008)
Joseph A Konstan ACM Software System Award (2010)
ACM Fellows (2008)
ACM Distinguished Member (2006)
Wessel Kraaij ACM Distinguished Member (2017)
ACM Senior Member (2007)
Robert Kraut ACM Fellows (2011)
Michael E Lesk ACM Fellows (1996)
Yiqun Liu ACM Senior Member (2016)
Raymond A Lorie ACM Fellows (2000)
ACM Software System Award (1988)
ACM Programming Systems and Languages Paper Award (1982)
David E. Losada ACM Senior Member (2011)
Robert Luk ACM Senior Member (2007)
Yoelle Maarek ACM Fellows (2013)
ACM Distinguished Member (2010)
Jock D Mackinlay ACM Distinguished Member (2013)
David Maier ACM Fellows (1998)
Gary Marchionini ACM Senior Member (2008)
Satoshi Matsuoka ACM Fellows (2011)
ACM Gordon Bell Prize
Tokyo Institute of Technology (2011)
Kathryn S McKinley ACM Fellows (2008)
ACM Distinguished Member (2006)
ACM Senior Member (2006)
Tao Mei ACM Distinguished Member (2016)
ACM Senior Member (2012)
Stuart Edward Middleton ACM Senior Member (2014)
George Andrei Mihaila ACM Senior Member (2008)
Bradley N Miller ACM Software System Award (2010)
Eliot Moss ACM Fellows (2007)
Brad A Myers ACM Fellows (2005)
Mario A Nascimento ACM Senior Member (2007)
Hwee Tou Ng ACM Distinguished Member (2010)
Dianne P O'Leary ACM Distinguished Member (2006)
ACM Fellows (2006)
Gary M Olson ACM Fellows (2007)
Judith S Olson ACM Athena Lecturer Award (2011)
ACM Fellows (2008)
M. Tamer Ozsu ACM Fellows (2006)
Randy Pausch ACM Fellows (2007)
ACM Karl V. Karlstrom Outstanding Educator Award (2007)
David Peleg ACM Fellows (2016)
David M Pennock ACM Senior Member (2006)
Manuel A. Perez-Quinones ACM Senior Member (2017)
Roy F Rada ACM Fellows (1995)
Vijay V Raghavan ACM Distinguished Member (2012)
Venkat P Rangan ACM Fellows (1998)
Paul J Resnick ACM Software System Award (2010)
John T Riedl ACM Software System Award (2010)
ACM Fellows (2009)
ACM Distinguished Member (2007)
George G Robertson ACM Fellows (2001)
S E Robertson ACM Fellows (2013)
Michael Rung-Tsong Lyu ACM Fellows (2015)
Daniela Rus ACM Fellows (2014)
Mehran Sahami ACM Presidential Award (2014)
Fabio A. Schreiber ACM Senior Member (2012)
Robert P. Schumaker ACM Senior Member (2012)
Dennis E Shasha ACM Fellows (2013)
Frank Shipman ACM Distinguished Member (2009)
Ben Shneiderman ACM Fellows (1997)
Padhraic Smyth ACM Fellows (2013)
Michael Stonebraker ACM A. M. Turing Award (2014)
ACM Fellows (1994)
ACM Software System Award (1988)
Jie Tang ACM Senior Member (2017)
Richard N Taylor ACM Fellows (1998)
Jaime Teevan ACM Senior Member (2012)
Douglas B Terry ACM Fellows (2008)
Loren Terveen ACM Distinguished Member (2009)
Frank Wm Tompa ACM Fellows (2010)
C J Van Rijsbergen ACM Fellows (2003)
Ellen M Voorhees ACM Distinguished Member (2009)
Roy Want ACM Fellows (2005)
Michele Weigle ACM Senior Member (2017)
Daniel Weld ACM Fellows (2005)
Kyu-Young Whang ACM Fellows (2009)
Steve Whittaker ACM Fellows (2014)
Jennifer Widom ACM Athena Lecturer Award (2015)
ACM Fellows (2005)
Terry Winograd ACM Fellows (2009)
Ian Witten ACM Fellows (1996)
Xing Xie ACM Senior Member (2010)
Hui Xiong ACM Distinguished Member (2014)
ACM Senior Member (2010)
Qiang Yang ACM Fellows (2017)
ACM Distinguished Member (2011)
Akinori Yonezawa ACM Fellows (1999)
Philip S Yu ACM Fellows (1997)
Stanley Zdonik ACM Fellows (2006)
Shumin Zhai ACM Fellows (2010)
ACM Distinguished Member (2006)
Zhi-Hua Zhou ACM Fellows (2016)
ACM Distinguished Member (2013)
ACM Senior Member (2011)
Zhi-Hua Zhou ACM Fellows (2016)
ACM Distinguished Member (2013)
ACM Senior Member (2011)

First Name Last Name Paper Counts
Tatseng Chua 12
Maarten De Rijke 9
William Croft 9
Justin Zobel 8
Hsinchun Chen 8
Norbert Fuhr 7
Bin Cui 7
Stavros Christodoulakis 6
Oren Kurland 6
Gonzalo Navarro 6
Waynexin Zhao 6
Alistair Moffat 6
Hector Garcia-Molina 6
Hengtao Shen 6
Kalervo Järvelin, 5
Dennis Tsichritzis 5
Liqiang Nie 5
Zi Huang 5
John Gould 5
Thomas, Malone 5
Roger King 5
John Leggett 4
Mark Sanderson 4
Jianyun Nie 4
Ophir Frieder 4
Prasenjit Mitra 4
Dennis McLeod 4
Fausto Rabitti 4
Susan Dumais 4
Ricardo Baeza-Yates 4
Hugh Williams 4
Raffaele Perego 4
Ahmed Abbasi 4
Kamfai Wong 4
Chengxiang Zhai 4
Fabio Crestani 4
Falk Scholer 4
Ryen White 4
Jimmy Lin 4
Wai Lam 4
Swapan Parui 3
Nicola Ferro 3
Luis Gravano 3
Dawei Song 3
Craig Macdonald 3
Joseph Konstan 3
Alexander Tuzhilin 3
Abdur Chowdhury 3
Amihai Motro 3
Elisa Bertino 3
Hongzhi Yin 3
Kumyew Lai 3
Heikki Keskustalo 3
Robert Luk 3
Salvatore Orlando 3
Matthias Jarke 3
Luo Si 3
Fabrizio Silvestri 3
Kuilam Kwok 3
Henry Gladney 3
Xiaofang Zhou 3
Roy Rada 3
Xing Xie 3
Marjan Celikik 3
Christos Faloutsos 3
Ge Nong 3
Nieves Brisaboa 3
Dongxiang Zhang 3
Eric Horvitz 3
Iadh Ounis 3
Fernando Diaz 3
Stuart Middleton 3
Nívio Ziviani 3
Jirong Wen 3
Abraham Bookstein 3
David Carmel 3
Xiaojun Wan 3
Cornelis Van Rijsbergen 3
Pavel Zezula 3
Edleno De Moura 3
Shmuel Klein 3
Simon Gibbs 3
William Cohen 3
Jamie Callan 3
Gary Marchionini 3
Ben Shneiderman 3
Hannah Bast 3
Liqiang Nie 3
Hanghang Tong 2
Katsumi Tanaka 2
Christopher Higgins 2
Joemon Jose 2
Claudio Carpineto 2
Nicole Yankelovich 2
Wenhui Zhang 2
Nat Ballou 2
Zhiping Gu 2
Antonio Siochi 2
Scott Hudson 2
Fiana Raiber 2
Shipeng Li 2
Steven Beitzel 2
Jonathan Grudin 2
Waihong Chan 2
Shane Culpepper 2
Mansur Kabuka 2
Özgür Ulusoy 2
Frederick Lochovsky 2
John Riedl 2
Lillian Lee 2
Ian Ruthven 2
Stefan Siersdorfer 2
Frank Tompa 2
Zhiting Hu 2
Darrell Woelk 2
Jian Cao 2
Ronny Lempel 2
Filip Radlinski 2
Hui Xiong 2
Ido Guy 2
Benjamin Piwowarski 2
Gautam Pant 2
Charles Wiecha 2
Jiaul Paik 2
Mandar Mitra 2
Sakti Pramanik 2
Hochung Wu 2
Jialie Shen 2
Berthier Ribeiro-Neto 2
David Vallet 2
Piero Fraternali 2
Anna Shtok 2
Sanda Harabagiu 2
Wanda Orlikowski 2
Zongyang Ma 2
Thorsten Joachims 2
Mark Carman 2
Daniel Zeng 2
Howard Turtle 2
Barbara Pernici 2
Marcel Reinders 2
Stanley Zdonik 2
Edward Fox 2
Irwin King 2
Jianguo Xiao 2
Hongyan Liu 2
Letizia Tanca 2
Neil Rowe 2
Dimitris Papadias 2
Susan Gauch 2
Eepeng Lim 2
Jiantao Sun 2
Pável Calado 2
Giovanni Romano 2
Richard Furuta 2
Robert Capra 2
Jorge Garza 2
Won Kim 2
Kianlee Tan 2
Tao Tao 2
Shangsong Liang 2
Stephen Boies 2
Randall Trigg 2
Hideki Koike 2
Hady Lauw 2
Jiashu Zhao 2
Lidong Bing 2
Pasquale Savino 2
Kotagiri Ramamohanarao 2
Qiang Zhu 2
William Webber 2
David Hawking 2
Carson Woo 2
Brian Cooper 2
Hong Cheng 2
Ling Feng 2
Paolo Paolini 2
David Hicks 2
Michael Lyu 2
Weiyi Meng 2
Laurence Park 2
Keke Chen 2
Nicholasjing Yuan 2
Jie Tang 2
Sudha Ram 2
Clyde Giles 2
Padmini Srinivasan 2
Raymond Lau 2
Jaime Teevan 2
Guandong Xu 2
Huanbo Luan 2
Fred Damerau 2
Rossano Venturini 2
Emine Yilmaz 2
Xiangji Huang 2
Nick Craswell 2
Nigel Shadbolt 2
Edward Dang 2
Hui Yang 2
Tieyan Liu 2
Elena Baralis 2
Paolo Garza 2
Lucy Suchman 2
Chirag Shah 2
Leefeng Chien 2
Zhaohui Zheng 2
Arjen De Vries 2
Clayton Lewis 2
Gordon Cormack 2
Gediminas Adomavicius 2
Jaana Kekäläinen 2
Roi Blanco 2
Milad Shokouhi 2
Symeon Papadopoulos 2
Carmel Domshlak 2
Mounia Lalmas 2
Yoelle Maarek 2
Claudio Lucchese 2
Liang Hu 2
Dongxiang Zhang 2
Peter Bruza 2
William Jones 2
Jinxi Xu 2
Antonio Fariña, 2
Shibing Yao 2
Ronan Cummins 2
John Mylopoulos 2
Qiang Yang 2
İsmail Altıngövde 2
Anthony Kaye 2
John Schnase 2
Dou Shen 2
Jennifer Widom 2
Paul Stotts 2
Longbing Cao 2
Charles Clarke 2
Jun Ma 2
George Fitzmaurice 2
Aixin Sun 2
Maria Fugini 2
Olivia Sheng 2
Andrew Trotman 2
Douglas Terry 2
Fazli Can 2
John Carroll 2
Loren Terveen 2
Edward Chang 2
Robert Krovetz 2
Rong Jin 2
Panagiotis Ipeirotis 2
Gao Cong 2
Rodrygo Santos 2
Juanzi Li 2
Zhaochun Ren 2
Quan Yuan 2
Mark Chignell 2
Tao Mei 2
Eric Jensen 2
Seungwon Hwang 2
Vijay Raghavan 2
Alan Hevner 2
Raymond Panko 2
Essam El-Kwae 2
Warren Greiff 2
Massimo Melucci 2
Yong Yu 2
Manolis Koubarakis 2
Nicola Tonellotto 2
Min Peng 1
Wang Gao 1
Ana Freire 1
Lei Chen 1
Guidong Zheng 1
Wenquan Wang 1
Chenliang Li 1
Lei Shi 1
Helene Hembrooke 1
Hang Cui 1
L Leung 1
Muhammad Ibrahim 1
Jun Miao 1
Lihong Li 1
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Youngin Song 1
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Jianping Fan 1
Elena Ferrari 1
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Di Jiang 1
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Jun Xu 1
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Ruizhang Huang 1
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Hong Yu 1
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Raymond Lorie 1
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Jian Ma 1
W Wilbur 1
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M Markus 1
T Waema 1
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Preetam Ghosh 1
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Haoran Wang 1
Bing Pan 1
Takeshi Yoshioka 1
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Ilaria Bordino 1
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Enhong Chen 1
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Stefan Britts 1
Giuseppe Amato 1
Max Egenhofer 1
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Maristella Agosti 1
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Adam Cannane 1
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Sumit Bhatia 1
Yutaka Kataoka 1
Randy Pausch 1
Ilya Markov 1
Chathra Hendahewa 1
Reijo Savolainen 1
Eero Sormunen 1
Paavo Arvola 1
Cristiana Bolchini 1
Paolo Boldi 1
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Yoram Singer 1
Emmet Whitehead 1
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Stephen Kwan 1
Kate Ehrlich 1
Paul Bennett 1
Ferhan Türe 1
Rana Forsati 1
Weiqing Wang 1
Yuanfeng Song 1
Domenico Dato 1
Dingyu Yang 1
Anthony LaMarca 1
John Lamping 1
Sunghun Kim 1
Jianying Hu 1
Bruno Pôssas 1
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David Choy 1
Anagha Kulkarni 1
James Allan 1
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Joachim Schmidt 1
Andy Hopper 1
Roy Want 1
Jim Gemmell 1
Fatima Al-Garawi 1
Jiang Bian 1
Emanuele Buccio 1
Ying Zhang 1
Lifeng Jia 1
Tsunghan Tsai 1
Charalampos Chelmis 1
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Michael Newman 1
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Jay Israel 1
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Chris Schmandt 1
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Minoru Kobayashi 1
Jennifer Xu 1
Steve Fox 1
Wei Gao 1
Maarten Clements 1
Brigitte Rock 1
Georg Gottlob 1
Jon Gulla 1
Raymond Ng 1
Steve Jones 1
Ioan Tăbuş 1
Brian Martin 1
Anthony Bolmarcich 1
Gianni Amati 1
S Suthasinekul 1
Padhraic Smyth 1
Teekiah Chia 1
Javier Tejedor 1
Jie Han 1
Sicong Zhang 1
Jonathan Gibbons 1
Sergey Melnik 1
Yannis Drougas 1
Jing Bai 1
Timothy Hoad 1
Katja Hofmann 1
Dario Lucarella 1
Engin Demir 1
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Richard Watson 1
Yogen Dalal 1
Ulla Merz 1
Marianne Storrøsten 1
Ronald Lee 1
Mark Mydland 1
Manuel De Buenaga 1
Elisa Quintarelli 1
Helen Nissenbaum 1
Gerald Karam 1
Ravi Krishnamurthy 1
Robert Nicholson 1
M Rashidian 1
Michal Rosen-Zvi 1
Chaitanya Chemudugunta 1
Gang Huang 1
Yuxiao Dong 1
Yang Yang 1
Ryosuke Shibasaki 1
Tao Li 1
Ryutaro Adachi 1
Lifang He 1
Zhiqiu Huang 1
Hang Li 1
Ruihua Song 1
Keld Bødker 1
Gunter Saake 1
Mihai Lupu 1
David Grossman 1
Satya Rachakonda 1
Catherine Plaisant 1
Ying Lu 1
Vasileios Hatzivassiloglou 1
John Shepherd 1
Xiaochi Wei 1
Igor Szöke 1
Wei Ai 1
Jian Tang 1
Shunxiang Wu 1
Maosong Sun 1
Kieran McDonald 1
Nitesh Chawla 1
Jianping Cao 1
Rui Li 1
Kazutoshi Umemoto 1
Thorsten Hartmann 1
Rebecca Grant 1
Pete Burnap 1
Rob Procter 1
Matthew Williams 1
William Housley 1
Solomon Shimony 1
David Pennock 1
Steffen Heinz 1
Franca Garzotto 1
Ron Szabo 1
Michael Siegel 1
John Tait 1
Jie Yin 1
Jack Conrad 1
Charles McClellan 1
Frank Safayeni 1
Carolyn Crouch 1
Wolfgang Effelsberg 1
Thomas Little 1
Krysta Svore 1
Jian Su 1
Xiaobing Xue 1
Bart Dhoedt 1
Ramy Baly 1
Stephen Hanson 1
Douglas Vogel 1
Radford Neal 1
Xiaohui Xie 1
Zhongchen Miao 1
Wenjun Zhang 1
Fumin Shen 1
Lucia Vadicamo 1
Hengtao Shen 1
James Gerlach 1
Tim Pohle 1
Mehran Sahami 1
Joanne Claussen 1
José San Pedro 1
Shimon Schocken 1
Murray Mazer 1
Author index 1
Pierre Genevès 1
Nabil Layaïda 1
Nevenka Dimitrova 1
Dick Bulterman 1
Xiaozhao Zhao 1
Thomas Landauer 1
Louis Gomez 1
Jaime Arguello 1
Luca Aiello 1
Hazem Hajj 1
Kuochu Lee 1
Qiao Qian 1
Hongyuan Zha 1
Long Guo 1
Paul Thomas 1
Yunhai Tong 1
Hua Lu 1
Michael Nelson 1
Michele Weigle 1
Longqi Yang 1
Chengkang Hsieh 1
John Pollak 1
Masoud Asadpour 1
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Peter Schwarz 1
Anthony Tomasic 1
Mark Weiser 1
Xin Cao 1
Zhengjun Zha 1
Christopher Shaw 1
Noa Gradovitch 1
Max Van Kleek 1
Shaul Markovitch 1
Bo Yang 1
Xiansheng HUA 1
Klaus Schulz 1
Debra Gash 1
Sheng Gao 1
Thang Dinh 1
Elaine Marsh 1
Altigran Da Silva 1
Azadeh Shakery 1
Naama Zwerdling 1
Takahiro Hara 1
Jiawei Jiang 1
Bin Cui 1
Xiang Wang 1
Brad Myers 1
Adele Howe 1
Heidi Stettner 1
Tim Bray 1
Maria Theodoridou 1
Djoerd Hiemstra 1
Meng Wang 1
Ofer Bergman 1
Sergej Sizov 1
A Dong 1
David Karger 1
Zhihong Lu 1
Brendon Cahoon 1
Frank Hopfgartner 1
Ofer Egozi 1
Evgeniy Gabrilovich 1
Mathew Palakal 1
Zhiyong Cheng 1
Xuemeng Song 1
Qing Li 1
Gang Wu 1
Alex Acero 1
Noel O'Connor 1
Hung Nguyen 1
Jiajia Huang 1
Maria Maistro 1
Xiaoming Zhang 1
Jimmyxiangji Huang 1
Marie Moens 1
Wenbin Cai 1
Yu Duan 1
David Lewis 1
Joanne Yates 1
Junyu Xuan 1
Loc Do 1
J Eveland 1
G Chen 1
Augusto Celentano 1
Srihari Sampathkumar 1
Hui Fang 1
Mark Guttenbrunner 1
Nicola Orio 1
Ben Hicks 1
Tomchao Zhou 1
David Vallet 1
Steven Kimbrough 1
Le Song 1
Bernhard Schölkopf 1
Ping Li 1
Mstislav Maslennikov 1
Yimin Wei 1
Yeyi Wang 1
Celia Romm 1
Thomas Rölleke 1
Alan Smeaton 1
Hongbin Dai 1
Ling Liu 1
Marco Ferrante 1
Jing Zhang 1
Ian Soboroff 1
Chris Ding 1
Chunhung Cheng 1
Ernesto Damiani 1
Guangquan Zhang 1
Fei Cai 1
Siddharth Kaza 1
Shima Gerani 1
Tora Bikson 1
Hyoungjoo Kim 1
Aris Anagnostopoulos 1
Aleksandr Chuklin 1
Anne Schuth 1
Ke Zhou 1
Wenhaw Chong 1
Long Guo 1
Kai Zheng 1
Rachel Matichin 1
Gobinda Kole 1
Caroline Eastman 1
Mike Graf 1
Gail Rein 1
Steven Smith 1
Blake Dworaczyk 1
Juifeng Yeh 1
Mihai Surdeanu 1
Dianne O'Leary 1
Eero Eloranta 1
Daniel Berry 1
Eduardo Rodríguez 1
Olivier Chapelle 1
Rifat Ozcan 1
Norbert Janssen 1
Alan Biermann 1
Carolyn Stanley 1
Rajiv Choudhary 1
Hiroshi Kuribayashi 1
Robert DeLine 1
M Albakour 1
Monique Snoeck 1
Wei Min 1
Zongru Wan 1
Saddam Bekhet 1
Christophe Van Gysel 1
Furu Wei 1
Gondy Leroy 1
Trystan Upstill 1
Srinandan Dasmahapatra 1
Munmun De Choudhury 1
Ajita John 1
Eyal Krikon 1
Richard Taylor 1
Giampio Bracchi 1
Steven Shute 1
Beb Galdes 1
Douglas Metzler 1
Scott Deerwester 1
Peter Bollmann 1
Federico Barbic 1
Eric Lo 1
Kevyn Collins-Thompson 1
Mohamed Sarwat 1
Shenghua Bao 1
Nathan Griffiths 1
Jia Chen 1
Qin Jin 1
Jari Veijalainen 1
Longbing Cao 1
Pierre Dupont 1
Christine Kincaid 1
Stephen Weyer 1
James Thornton 1
Joyce Chai 1
Patrick Gallinari 1
Mark Dunlop 1
Udi Manber 1
Samuel Huston 1
W Croft 1
Thomas Hofmann 1
Zan Huang 1
Clarence Ellis 1
Roger Ehrich 1
Jiaul Paik 1
Veronica Falcao 1
Herbert Van De Sompel 1
Christos Tryfonopoulos 1
Petros Venetis 1
Krisztian Balog 1
Daniel McDonald 1
Viktor Prasanna 1
Stephen Smith 1
Dipasree Pal 1
Carolyn Watters 1
Jun Wang 1
Paul Resnick 1
Erkki Lehtinen 1
Kuldeep Karnawat 1
David Bodoff 1
Xindong Wu 1
Shichao Zhang 1
Ming Zhou 1
Qingping Tan 1
Bo Hu 1
Shashi Shekhar 1
Yufei Tao 1
Al Khorasani 1
Kuantsae Huang 1
Andrew Clement 1
Roger Dannenberg 1
George Thoma 1
Álvaro Barreiro 1
Qiaozhu Mei 1
Yang Yang 1
Leon Stenneth 1
Mingming Jiang 1
Jiangning He 1
Khoa Doan 1
Alda Gançarski 1
Sylvia Sheppard 1
Luc Moreau 1
Ken McGarry 1
Jing Jiang 1
Ilmério Silva 1
Ehud Rivlin 1
Markus Schedl 1
Gerhard Widmer 1
Alberto Belussi 1
Peter Nürnberg 1
Henry Lucas, 1
Cheng Hsu 1
Jaap Kamps 1
Liqun Ruan 1
Ralf Keller 1
Jiangtao Cui 1
Ke Wang 1
Aqil Azmi 1
Nouf Alshenaifi 1
Victor Mak 1
Daniel Ford 1
Richard Connor 1
Andrew Turpin 1
Roberto Konow 1
Gerald Barber 1
Andrew Bailey 1
Robert Purvy 1
Mário Nascimento 1
Xuanhui Wang 1
Shojiro Nishio 1
Lele Yu 1
Xuemeng Song 1
Xiaoli Li 1
Jie Tang 1
Yukun Zhao 1
Curtis Cole 1
Shamim Mohamed 1
Christopher Chute 1
Edmund Yu 1
G Blake 1
M Papa 1
Andreas Rauber 1
Jacques Savoy 1
DikKun Lee 1
David Sturman 1
Steve Whittaker 1
Nicholas Belkin 1
Jakob Gonczarowski 1
Peng Cui 1
Azhar Alhindi 1
Seppe Broucke 1
Giorgos Kordopatis-Zilos 1
Bo Hu 1
Michael Bendersky 1
Einat Minkov 1
Colette Rolland 1
Jian Zhang 1
Alasdair Thomason 1
Zhong Su 1
Shanshan Huang 1
W Edwards 1
Paul Dourish 1
Ettore Ritacco 1
Richard Sproat 1
Ron Sacks-Davis 1
Martti Juhola 1
Lorraine Normore 1
Tiancheng Lou 1
R Palmer 1
Mc Schraefel 1
Scott Moore 1
Zhaoyan Ming 1
TeckTim Tan 1
Nava Pliskin 1
Kejia Chen 1
Yu Jing 1
Walter Luyten 1
Daniel Samarov 1
Ya Zhang 1
Zhiqian Zhang 1
Yidong Shen 1
Peter Sassone 1
Xiangfeng Luo 1
Taesup Moon 1
Yingqin Gu 1
Jeff Conklin 1
Quinzheng Kong 1
Ida Mele 1
Yonghong Tian 1
Shoaib Jameel 1
Yulan He 1
Bin Cui 1
Christopher Bailey 1
Beitao Li 1
Peter Turney 1
Sunil Sarin 1
Elena Zheleva 1
Liangchih Yu 1
Clarence, Ellis 1
Ahmed Elmagarmid 1
Tamara Kolda 1
TeSon Kuo 1
Ralf Schenkel 1
Richard Entlich 1
Qi Liu 1
David De Roure 1
Jianhua He 1
Khaled Shaban 1
Minlie Huang 1
Kai Chen 1
Yi Zhou 1
Sai Wu 1
Peter Bailey 1
Jiawei Han 1
Jerry Farrell 1
Célia Dos Santos 1
Carole Hafner 1
Hongjian Yang 1
Deborah Estrin 1
Ali Vardasbi 1
Jonathan Cohen 1
Timo Raita 1
Michael Stonebraker 1
Sholom Weiss 1
Woojin Paik 1
Wendy Lehnert 1
Anne Loomis 1
Bernard Haan 1
Mark Green 1
Rafi Nachmias 1
David Elsweiler 1
Mark Baillie 1
Snehasis Mukhopadhyay 1
Christina Lioma 1
Manuel Gomez-Rodriguez 1
Nan Du 1
Keunho Ryu 1
Eric Nyberg 1
N Vujovic 1
Dragana Brzakovic 1
Uffe Wiil 1
Geoff Walsham 1
Michael Mayo 1
Gang Hu 1
Berkant Cambazoglu 1
Ellen Voorhees 1
Zhuoxiang Chen 1
Minyen Kan 1
ShiHuo Chang 1
Sadegh Kharazmi 1
Yi Chang 1
Fatemeh Zahedi 1
Hongtai Chou 1
Philip Yu 1
Clement Yu 1
Oren Etzioni 1
Luca Cagliero 1
Qifan Wang 1
Jiajun Liu 1
Qiang Xue 1
Clement Yu 1
Andrea Esuli 1
Chengyu Hsieh 1
Kazem Taghva 1
Tsongli Wang 1
Paul Thistlewaite 1
Bernard Tan 1
Derek Oppen 1
Carl Hewitt 1
Hsijian Lee 1
John Lafferty 1
Diego Puppin 1
Thomas Lynam 1
Maria Hanrahan 1
Moshe Zloof 1
Vance Waddle 1
Hweetou Ng 1
Calvin Gotlieb 1
Frank Walker 1
Andrea Tagarelli 1
Jordi Turmo 1
Simon King 1
Jian 1
Xuan Song 1
Senzhang Wang 1
Xin Li 1
Aleksandr Farseev 1
Haoyu Wang 1
Jason Hong 1
Xing Xie 1
Liming Ren 1
Helena Webb 1
Omer Rana 1
Md Alim 1
Hien Nguyen 1
Sana Hamdi 1
Amel Bouzeghoub 1
Dirk Bahle 1
Seungtaek Park 1
Lei Zhu 1
AlBing Rao 1
Tom Bruns 1
Stéphane Bressan 1
John Wilbur 1
Jongwook Kim 1
Qing Li 1
Jie Shao 1
Milad Shokouhi 1
Steven Hoi 1
Mary Rosson 1
Paulo Masiero 1
Marcelo Turine 1
Vasilis Delis 1
Peter Sander 1
Andreas Oberweis 1
Maarten Marx 1
Yuexian Hou 1
Jennifer Eberhardt 1
Javed Mostafa 1
Xiaofeng Zhu 1
Yizhou Sun 1
Bradley Skaggs 1
Hongwei Liang 1
Wassim El-Hajj 1
Shengqing Hu 1
David Maier 1
Yariv Aridor 1
Hongfei Yan 1
Seunghoon Na 1
Mengren Qian 1
Rui Chen 1
Jiwei Tan 1
David Peleg 1
Mark Weal 1
Wendy Hall 1
Norman Delisle 1
Stan Lanning 1
Philip Wu 1
Anders Bjornerstedt 1
Dan Moldovan 1
Dave Straube 1
ChengSeen Ho 1
Wop Nawijn 1
Chris Fox 1
Feza Baskaya 1
Klaas Nelissen 1
Pengjie Ren 1
ZhuMin Chen 1
Fabio Salice 1
Sebastiano Vigna 1
John Guiver 1
Salvatore Garruzzo 1
Matteo Dell'Amico 1
Licia Capra 1
Frederik Transier 1
Jay Ponte 1
Stephen Pollock 1
Sten Andler 1
Philip Smith 1
Roberto Maiocchi 1
Manlung Yiu 1
Karthik Raman 1
Shiyang Lu 1
Mehrdad Mahdavi 1
Mehrnoush Shamsfard 1
Shuaiqiang Wang 1
Jinhan Kim 1
Stuart Card 1
Andreas Lemke 1
Gerhard Fischer 1
John Tang 1
Sen Zhang 1

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