CASS/IR Related Resources

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Publications

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Presentations and Posters

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Related Work

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Language Modeling

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Relevance Feedback

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Blind Relevance Feedback

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Implicit Relevance Feedback

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Evaluation

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Collaborative Filtering

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Background

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Information Filtering

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Collaborative Filtering

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Relevance Feedback

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Google (Technical Overview)

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Machine Learning for IR

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Resources

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IR Systems

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CF Systems

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People

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Conferences and Workshops

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SIGIR

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TREC

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TDT

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Publications
 

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On Evaluation Of Adaptive Topic Tracking Systems
Tamer Elsayed, Douglas W. Oard
28th ACM SIGIR Conference on Research and Development in Information Retrieval, August 2005 (To appear).
Download: Short Paper PDF

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Exploring One-Sided and Two-Sided Approaches of Adaptive Topic Tracking
Tamer Elsayed, Douglas W. Oard
UMIACS Technical Report no. XXXXXX, June 2005
Download: PDF 

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TDT-2004: Adaptive Topic Tracking At Maryland
Tamer Elsayed, Douglas W. Oard, David Doermann, and Gary Kuhn
In Working Notes of Topic Detection and Tracking (TDT) Workshop, December 2004
Download: PDF 

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Presentations and Posters
 

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On Evaluation Of Adaptive Topic Tracking Systems
Tamer Elsayed, Douglas W. Oard
28th ACM SIGIR Conference on Research and Development in Information Retrieval, August 2005 (To appear).
Download: Research Poster PDF

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TDT-2004: Adaptive Topic Tracking At Maryland
Tamer Elsayed, Douglas W. Oard, David Doermann, and Gary Kuhn
In Working Notes of Topic Detection and Tracking (TDT) Workshop, December 2004
Download: Presentation Slides PPT

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Related Work

Language Modeling

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Cluster-Based Retrieval Using Language Models
X. Liu, and W. Bruce Croft, SIGIR, 2004

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A Study of Smoothing Methods for Language Models Applied to Information Retrieval
C. Zhai, and J. Lafferty, TOIS, 2004

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Relevance Models for Topic Detection and Tracking
V. Lavrenko, J. Allan, E. DeGuzman, D. LaFlamme, V. Pollard, and S. Thomas, HLT 2002

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Challenges in Information Retrieval and Language Modeling
J. Allan et al. CIIR Worksop, UMass, 2002

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Relevance-Based Language Modeling
V. Lavrenko, and W. Bruce Croft, SIGIR 2001

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A Study of Smoothing Methods for Language Models Applied to Ad Hoc Information Retrieval
C. Zhai, and J. Lafferty, SIGIR, 2001

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Relating the New Language Models of Information Retrieval to the Traditional Retrieval Models
D. Hiemstra, and A.P. de Vries, CCITT Technical Report 2000

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Relating the New Language Models of Information Retrieval to the Traditional Retrieval Models
D. Hiemstra, and A.P. de Vries, CCITT Technical Report 2000

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A General Language Model for Information Retrieval
F. Song, and W. Bruce Croft, CIKM, 1999

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A Language Modeling Approach to Information Retrieval
J. M. Ponte, W. Bruce Croft, SIGIR 1998

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Relevance Feedback

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A Survey on the Use of Relevance Feedback For Information Access Systems
I. Ruthven, and M. Lalmas,
Knowledge Engineering Review, 2003

Blind Relevance Feedback

bullet Tuning Before Feedback: Combining Ranking Discovery and Blind Relevance Feedback
W. Fan, M. Luo, L. Wang, W. Xi, and E. A. Fox,
SIGIR 2004

Implicit Relevance Feedback

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A simulated study of implicit feedback models
R. White, J. Jose, C.J. Rijsbergen and I. Ruthven, European Conference on Information Retrieval (ECIR) 2004

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Protecting the Privacy of Observable Behavior in Distributed Recommender Systems
D. Oard , A. Leuski, and S. Stubblebine, SIGIR Workshop on Implicit Methods 2003

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Implicit Feedback for Inferring User Preference: A Bibliography
D. Kelly, and J. Teevan, SIGIR 2003

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Modeling Information Content Using Observable Behavior
D. Oard, and J. Kim, American Society for Information Science and Technology, 2001

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Evaluation

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Retrieval Evaluation with Incomplete Information
C. Buckley, and E. M. Voorhees, SIGIR 2004

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Why Batch and User Evaluations Do Not Give the Same Results
A. H. Turpin, and W. Hersh, SIGIR 2001

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Ranking Retrieval Systems without Relevance Judgments
I. Soboroff, C. Nicholas, and P. Cahan, SIGIR 2001

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Evaluating Evaluation Measure Stability
C. Buckley, and E. M. Voorhees, SIGIR 2000

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Collaborative Filtering

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A Collaborative Filtering Algorithm and Evaluation Metric that Accurately Model the User Experience
M. McLaughlin, and J. Herlocker, SIGIR 2004

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Evaluating collaborative filtering recommender systems
J.. Herlocker, J.. Konstan, L. Terveen, and J. Riedl, TOIS 2004

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An Algorithmic Framework for Performing Collaborative Filtering
J. Herlocker, J. Konstan, A. Borchers , and J. Riedl, SIGIR 1999

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Combining Content and Collaboration in Text Filtering
I. Soboroff and C. Nicholas, IJCAI'99 Workshop on Machine Learning for Information Filtering, 1999

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Resources

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Collaborative Filtering Research Papers
James Thornton

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Resources on Collaborative Filtering
Paul Perry

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Background

Information Filtering

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The State of The Art in Text Filtering
D. Oard,
User Modeling and User Adapted Interaction 1997

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Information Filtering and Information Retrieval: Two Sides of the Same Coin?
N. Belkin, and B. Croft, Communications of ACM 1992

Collaborative Filtering

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Item-based Collaborative Filtering Recommendation Algorithms
B. Sarwar, G. Karypis, J. Konstan, and J. Riedl, WWW10 2001

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Social Information Filtering: Algorithms for Automating "Word of Mouth"
U. Shardanand, and Pattie Maes, CHI 1995

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Using collaborative filtering to weave an information tapestry
D. Goldberg, D. Nichols, B. M. Oki, and D. Terry, Communications of ACM 1992

Relevance Feedback

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Improving Retrieval Performance by Relevance Feedback
G. Salton, and C. Buckley,
American Society for Information Science 1990

Google (Technical Overview)

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The Anatomy of Large-Scale Hypertextual Web Search Engine
S. Brin, and L. Page, 1998

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Efficient Crawling Through URL Ordering
J. Cho, H. G. Molina, and L. Page, 1998

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The PageRank Citation Ranking: Bringing Order to the Web
L. Page, S. Brin, R. Motwani and T. Winograd, 1998

Machine Learning for IR

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Machine Learning for Information Retrieval: Neural Networks, Symbolic Learning, and Genetic Algorithms
H. Chen, American Society for Information Science 1995

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Resources

IR Systems

InQuery

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The InQuery Retrieval System

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InQuery System Overview

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Inference networks for document retrieval
SIGIR 1989

Lucene

Lemur Toolkit
UMass University

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CF Systems

COllaborative Filtering Engine (CoFE)
Oregon State University

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People

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Bruce Croft

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James Allan

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Nicholas Belkin

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Jon Herlocker

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Pattie Maes

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Ian Soboroff

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Ian Ruthven

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Curt Stevens

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Kenrick Mock

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Weiguo Fan

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Conferences and Workshops

SIGIR

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Special Interest Group on Information Retrieval (SIGIR)

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SIGIR Proceedings

TREC

bulletText REtrieval Conference(TREC)

TDT

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Topic Detection and Tracking (TDT)

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TDT2004 Evaluation Plan

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The DET Curve in assessment of detection task performance

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Multilingual Topic Detection and Tracking: Successful Research Enabled by Corpora and Evaluation

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