Mots composés dans les modèles de langue pour la recherche d'information

作者: Philippe Langlais , Jian-Yun Nie , Carmen Alvarez

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摘要: Une approche classique en recherche d’information (RI) consiste a bâtir une representation des documents et requetes basee sur les mots simples constituant. L’utilisation de modeles bigrammes ete etudiee, mais contraintes l’ordre l’adjacence dans ces travaux ne sont pas toujours justifiees pour la d’information. Nous proposons nouvelle langue qui incorporent affinites lexicales (ALs), c’est dire paires non ordonnees se trouvent proches un texte. decrivons ce modele le comparons aux plus traditionnels unigrammes ainsi qu’au vectoriel.

参考文章(9)
Philippe Langlais, Jian-Yun Nie, Carmen Alvarez, Word pairs in language modeling for information retrieval RIAO '04 Coupling approaches, coupling media and coupling languages for information retrieval. pp. 686- 705 ,(2004)
Chris Buckley, Implementation of the SMART Information Retrieval System Cornell University. ,(1985)
Gerard Salton, Michael J. McGill, Introduction to Modern Information Retrieval ,(1983)
Jay M. Ponte, W. Bruce Croft, A language modeling approach to information retrieval international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 275- 281 ,(1998) , 10.1145/3130348.3130368
Djoerd Hiemstra, Term-specific smoothing for the language modeling approach to information retrieval Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '02. pp. 35- 41 ,(2002) , 10.1145/564376.564385
Joshua T. Goodman, A bit of progress in language modeling Computer Speech & Language. ,vol. 15, pp. 403- 434 ,(2001) , 10.1006/CSLA.2001.0174
Y.S. Maarek, D.M. Berry, G.E. Kaiser, An information retrieval approach for automatically constructing software libraries IEEE Transactions on Software Engineering. ,vol. 17, pp. 800- 813 ,(1991) , 10.1109/32.83915
Fei Song, W. Bruce Croft, A general language model for information retrieval conference on information and knowledge management. pp. 316- 321 ,(1999) , 10.1145/319950.320022
Victor Lavrenko, W. Bruce Croft, Relevance-Based Language Models international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 120- 127 ,(2001) , 10.1145/3130348.3130376