A language modeling approach to the Text Retrieval Conference

In deze bijdrage wordt beschreven hoe taalmodelleren kan helpen Information Retrieval te gebruiken voor het systematisch combineren van informatie uit verschillende bronnen. Vier subtaken van TREC (Ad Hoc, Entry Page, Adaptive Filtering en Cross-language) worden gebruikt om de toepassing te demonstreren van taalmodellen voor verschillende problemen van Information Retrieval.

[1]  David A. Hull.  Using Structured Queries for Disambiguation in Cross-Language Information Retrieval , 1997 .

[2]  Stephen E. Robertson,et al.  Some simple effective approximations to the 2-Poisson model for probabilistic weighted retrieval , 1994, SIGIR '94.

[3]  W. Bruce Croft,et al.  Relevance-Based Language Models , 2001, SIGIR '01.

[4]  ChengXiang Zhai,et al.  Probabilistic Relevance Models Based on Document and Query Generation , 2003 .

[5]  Stephen E. Robertson,et al.  Relevance weighting of search terms , 1976, J. Am. Soc. Inf. Sci..

[6]  W. Bruce Croft,et al.  A Comparison of Text Retrieval Models , 1992, Comput. J..

[7]  Sergey Brin,et al.  The Anatomy of a Large-Scale Hypertextual Web Search Engine , 1998, Comput. Networks.

[8]  Ari Pirkola,et al.  The effects of query structure and dictionary setups in dictionary-based cross-language information retrieval , 1998, SIGIR '98.

[9]  M. E. Maron,et al.  On Relevance, Probabilistic Indexing and Information Retrieval , 1960, JACM.

[10]  Richard O. Duda,et al.  Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[11]  Gerard Salton,et al.  Document Length Normalization , 1995, Inf. Process. Manag..

[12]  Jian-Yun Nie,et al.  Cross-language information retrieval based on parallel texts and automatic mining of parallel texts from the Web , 1999, SIGIR '99.

[13]  Richard M. Schwartz,et al.  A hidden Markov model information retrieval system , 1999, SIGIR '99.

[14]  Kalervo Järvelin,et al.  The Effects of Conjunction, Facet Structure, and Dictionary Combinations in Concept-Based Cross-Language Retrieval , 2004, Information Retrieval.

[15]  Djoerd Hiemstra,et al.  Twenty-One at TREC7: Ad-hoc and Cross-Language Track , 1998, TREC.

[16]  John D. Lafferty,et al.  Information Retrieval as Statistical Translation , 2017 .

[17]  Djoerd Hiemstra,et al.  Language Modeling and Relevance , 2003 .

[18]  Richard M. Schwartz,et al.  Topic tracking for radio, TV broadcast, and newswire , 1999, EUROSPEECH.

[19]  Donna K. Harman,et al.  The TREC Test Collections , 2005 .

[20]  C. J. van Rijsbergen,et al.  A Non-Classical Logic for Information Retrieval , 1997, Comput. J..

[21]  Don R. Swanson,et al.  Probabilistic models for automatic indexing , 1974, J. Am. Soc. Inf. Sci..

[22]  W. Bruce Croft,et al.  A language modeling approach to information retrieval , 1998, SIGIR '98.

[23]  Ron Kohavi,et al.  Supervised and Unsupervised Discretization of Continuous Features , 1995, ICML.

[24]  Djoerd Hiemstra,et al.  Twenty-One at TREC-8: using Language Technology for Information Retrieval , 1999, TREC.

[25]  D. Rubin,et al.  Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .

[26]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[27]  Jay Ponte,et al.  LANGUAGE MODELS FOR RELEVANCE FEEDBACK , 2002 .

[28]  Djoerd Hiemstra,et al.  Cross-language Retrieval at Twente and TNO , 2002, CLEF.

[29]  Kenney Ng.  A Maximum Likelihood Ratio Information Retrieval Model , 1999, TREC.

[30]  Djoerd Hiemstra,et al.  Term-specific smoothing for the language modeling approach to information retrieval: the importance of a query term , 2002, SIGIR '02.

[31]  Wessel Kraaij,et al.  Embedding Web-Based Statistical Translation Models in Cross-Language Information Retrieval , 2003, CL.

[32]  Marcello Federico,et al.  Statistical cross-language information retrieval using n-best query translations , 2002, SIGIR '02.

[33]  John D. Lafferty,et al.  A study of smoothing methods for language models applied to Ad Hoc information retrieval , 2001, SIGIR '01.

[34]  W. Bruce Croft,et al.  Cross-lingual relevance models , 2002, SIGIR '02.

[35]  Djoerd Hiemstra,et al.  The Importance of Prior Probabilities for Entry Page Search , 2002, SIGIR '02.

[36]  Stephen P. Harter,et al.  A probabilistic approach to automatic keyword indexing. Part II. An algorithm for probabilistic indexing , 1975, J. Am. Soc. Inf. Sci..

[37]  Jinxi Xu,et al.  Evaluating a probabilistic model for cross-lingual information retrieval , 2001, SIGIR '01.