A Markov random field model for term dependencies

作者: Donald Metzler , W. Bruce Croft

DOI: 10.1145/1076034.1076115

关键词: Markov modelData miningTerm (time)Training setComputer scienceIndependence (probability theory)Markov random fieldVariable-order Markov modelRandom fieldMarkov chain

摘要: … Instead, they simply lacked sufficient data for proper parameter estimation and evaluation. … In Section 2 we describe a general Markov random field retrieval model that captures various …

参考文章(25)
Joel L. Fagan, Automatic P h r a s e Indexing for Document Retrieval: An Examination of Syntactic and Non-Syntactic Methods international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 51- 61 ,(2017) , 10.1145/3130348.3130355
Clement T Yu, Chris Buckley, K Lam, Gerard Salton, A Generalized Term Dependence Model in Information Retrieval A Generalized Term Dependence Model in Information Retrieval. ,(1983)
Gilad Mishne, Maarten de Rijke, Boosting web retrieval through query operations european conference on information retrieval. ,vol. 3408, pp. 502- 516 ,(2005) , 10.1007/978-3-540-31865-1_36
Victor Lavrenko, A Generative Theory of Relevance ,(2008)
William Morgan, Warren Greiff, John Henderson, Direct maximization of average precision by hill-climbing, with a comparison to a maximum entropy approach Proceedings of HLT-NAACL 2004: Short Papers on XX - HLT-NAACL '04. pp. 93- 96 ,(2004) , 10.3115/1613984.1614008
J. Fagan, Automatic phrase indexing for document retrieval Proceedings of the 10th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '87. pp. 91- 101 ,(1987) , 10.1145/42005.42016
Gerard Salton, Christopher Buckley, Term Weighting Approaches in Automatic Text Retrieval Information Processing and Management. ,vol. 24, pp. 323- 328 ,(1988) , 10.1016/0306-4573(88)90021-0
Ramesh Nallapati, James Allan, Capturing term dependencies using a language model based on sentence trees conference on information and knowledge management. pp. 383- 390 ,(2002) , 10.1145/584792.584855
Thorsten Joachims, Optimizing search engines using clickthrough data Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '02. pp. 133- 142 ,(2002) , 10.1145/775047.775067
S.E. ROBERTSON, The probability ranking principle in IR Journal of Documentation. ,vol. 33, pp. 281- 286 ,(1997) , 10.1108/EB026647