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Abstract: We define and describe the related problems of new event detection and event tracking within a stream of broadcast news stories. We focus on a strict on-line setting---i.e., the system must make decisions about one story before looking at any subsequent stories. Our approach to detection uses a single pass clustering algorithm and a novel thresholding model that incorporates the properties of events as a major component. Our approach to tracking is similar to typical information filtering... (Update)
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BibTeX entry: (Update)
J. Allan, R. Papka, V. Lavrenko, "On-line New Event Detection and Tracking," Proceedings of ACM SIGIR, pp.37-45, 1998. http://citeseer.ist.psu.edu/allan98line.html More
@inproceedings{ allan98line,
author = "James Allan and Ron Papka and Victor Lavrenko",
title = "On-Line New Event Detection and Tracking",
booktitle = "Research and Development in Information Retrieval",
pages = "37-45",
year = "1998",
url = "citeseer.ist.psu.edu/allan98line.html" }
Citations (may not include all citations):307 Information Retrieval - van Rijsbergen - 1979 ACM DBLP
164 A study of cross-validation and bootstrap for accuracy estim.. - Kohavi - 1995 DBLP
154 Empirical Methods for Artificial Intelligence (context) - Cohen - 1995 ACM DBLP
116 Topic detection and tracking pilot study: Final report - Allan, Carbonell et al. - 1998
110 Training algorithms for linear text classifiers - Lewis, Schapire et al. - 1996 ACM DBLP
90 The DET curve in assessment of detection task performance - Martin, Doddington et al. - 1997
72 Optimization of relevance feedback weights (context) - Buckley, Salton - 1995 ACM DBLP
46 Recent trends in hierarchic document clustering: A critical .. (context) - Willett - 1988
45 Incremental relevance feedback for information filtering - Allan - 1996
38 Overview of the sixth text retrieval conference (context) - Voorhees, Harman - 1998
38 A study on retrospective and on-line event detection - Yang, Pierce et al. - 1998
27 Document filtering with inference networks - Callan - 1996 ACM DBLP
27 Recent experiments with inquery - Allan, Ballesteros et al. - 1995
25 Learning routing queries in a query zone - Singhal, Mitra et al. - 1997 ACM DBLP
21 Readings in Information Retrieval (context) - Jones, Willett - 1997 ACM
21 The TREC-5 filtering track - Lewis - 1997 DBLP
14 Detection of shifts in user interests for personalized infor.. (context) - Lam, Mukhopadhyay et al. - 1996 ACM DBLP
11 Text-based information retrieval using exponentiated gradien.. - Papka, Callan et al. - 1996 DBLP
8 Prediction and substantiation: A new approach to natural lan.. (context) - DeJong - 1979
6 Automatic association of news items (context) - Carrick, Watters - 1997 DBLP
3 Classifying news stories using memory based reasoning (context) - Masland, Linoff et al. - 1992 ACM DBLP
3 Measuring the informativeness of a retrieval process (context) - Tague-Sutcliffe - 1992 ACM DBLP
1 AddisonWesley Publishing Co (context) - Salton, Processing - 1989
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