UMass at TREC 2004: Notebook

作者: Nasreen Abdul-Jaleel , Trevor Strohman , Leah Larkey , Mark D. Smucker , James Allan

DOI:

关键词:

摘要: 1 Terabyte 1.1 Model The retrieval model implemented in the Indri search engine is an enhanced version of described [30], which combines language modeling [35] and inference network [38] approaches to information retrieval. resulting allows structured queries similar those used INQUERY [4] be evaluated using estimates within network, rather than tf.idf estimates. Figure shows a graphical representation network. As original framework, documents are ranked according P (I|D,α, β), belief need I met given document D hyperparameters α β as evidence. Due space limitations, general understanding framework assumed. See [30] fill any missing details.

参考文章(43)
Fernando Diaz, Rosie Jones, Using temporal profiles of queries for precision prediction Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR '04. pp. 18- 24 ,(2004) , 10.1145/1008992.1008998
Ian Ruthven, Re-examining the potential effectiveness of interactive query expansion international acm sigir conference on research and development in information retrieval. pp. 213- 220 ,(2003) , 10.1145/860435.860475
Donald Metzler, Victor Lavrenko, W. Bruce Croft, Formal multiple-bernoulli models for language modeling Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR '04. pp. 540- 541 ,(2004) , 10.1145/1008992.1009110
Steffen Heinz, Justin Zobel, Efficient single-pass index construction for text databases Journal of the American Society for Information Science and Technology. ,vol. 54, pp. 713- 729 ,(2003) , 10.1002/ASI.10268
Rong Yan, Yan Liu, Rong Jin, A. Hauptmann, On predicting rare classes with SVM ensembles in scene classification international conference on acoustics, speech, and signal processing. ,vol. 3, pp. 21- 24 ,(2003) , 10.1109/ICASSP.2003.1199097
Brett Kessler, Geoffrey Numberg, Hinrich Schütze, Automatic detection of text genre Proceedings of the 35th annual meeting on Association for Computational Linguistics -. pp. 32- 38 ,(1997) , 10.3115/976909.979622
Giridhar Kumaran, James Allan, Text classification and named entities for new event detection Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR '04. pp. 297- 304 ,(2004) , 10.1145/1008992.1009044
Susan Dumais, John Platt, David Heckerman, Mehran Sahami, Inductive learning algorithms and representations for text categorization conference on information and knowledge management. pp. 148- 155 ,(1998) , 10.1145/288627.288651
David Hawking, Nick Craswell, Overview of the TREC-2001 Web track Text retrieval conference. pp. 61- 67 ,(2002)
Marcin Kaszkiel, Justin Zobel, Passage retrieval revisited international acm sigir conference on research and development in information retrieval. ,vol. 31, pp. 178- 185 ,(1997) , 10.1145/258525.258561