{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,22]],"date-time":"2026-03-22T16:07:52Z","timestamp":1774195672809,"version":"3.50.1"},"publisher-location":"Berlin, Heidelberg","reference-count":15,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642009570","type":"print"},{"value":"9783642009587","type":"electronic"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-00958-7_6","type":"book-chapter","created":{"date-parts":[[2009,4,17]],"date-time":"2009-04-17T04:11:17Z","timestamp":1239941477000},"page":"29-41","source":"Crossref","is-referenced-by-count":90,"title":["A Comparative Study of Utilizing Topic Models for Information Retrieval"],"prefix":"10.1007","author":[{"given":"Xing","family":"Yi","sequence":"first","affiliation":[]},{"given":"James","family":"Allan","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"6_CR1","doi-asserted-by":"crossref","unstructured":"Xu, J., Croft, W.B.: Cluster-based language models for distributed retrieval. In: Proceedings of ACM SIGIR, pp. 254\u2013261 (1999)","DOI":"10.1145\/312624.312687"},{"key":"6_CR2","first-page":"993","volume":"3","author":"D. Blei","year":"2003","unstructured":"Blei, D., Ng, A., Jordan, M.: Latent Dirichlet Allocation. Journal of machine Learning Research\u00a03, 993\u20131022 (2003)","journal-title":"Journal of machine Learning Research"},{"key":"6_CR3","doi-asserted-by":"crossref","unstructured":"Li, W., McCallum, A.: Pachinko Allocation: DAG-structured mixture models of topic correlations. In: Proceedings of ICML, Pittsburgh, PA, pp. 577\u2013584 (2006)","DOI":"10.1145\/1143844.1143917"},{"issue":"2\/3","key":"6_CR4","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1023\/A:1007692713085","volume":"39","author":"K. Nigam","year":"2000","unstructured":"Nigam, K., McCallum, A., Thrun, S., Mitchell, T.M.: Text classification from labeled and unlabeled documents using EM. Machine Learning\u00a039(2\/3), 103\u2013134 (2000)","journal-title":"Machine Learning"},{"key":"6_CR5","doi-asserted-by":"crossref","unstructured":"Hofmann, T.: Probabilistic latent semantic indexing. In: Proceedings of ACM SIGIR, Berkeley,CA,USA, pp. 50\u201357 (1999)","DOI":"10.1145\/312624.312649"},{"key":"6_CR6","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1002\/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9","volume":"41","author":"S. Deerwester","year":"1990","unstructured":"Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T.K., Harshman, R.: Indexing by latent semantic analysis. Journal of the American Society for Information Science\u00a041, 391\u2013407 (1990)","journal-title":"Journal of the American Society for Information Science"},{"key":"6_CR7","doi-asserted-by":"crossref","unstructured":"Wei, X., Croft, W.B.: LDA-based document models for ad-hoc retrieval. In: Proceedings of ACM SIGIR, Seattle, Washington, pp. 178\u2013185 (2006)","DOI":"10.1145\/1148170.1148204"},{"key":"6_CR8","unstructured":"Steyvers, M., Griffiths, T.: Probabilistic topic models. Handbook of Latent Semantic Analysis (2007)"},{"key":"6_CR9","doi-asserted-by":"crossref","unstructured":"Lavrenko, V., Croft, W.B.: Relevance-based language models. In: Proceedings of ACM SIGIR, pp. 120\u2013127 (2001)","DOI":"10.1145\/383952.383972"},{"key":"6_CR10","doi-asserted-by":"crossref","unstructured":"Zhai, C., Lafferty, J.: Model-based feedback in the language modeling approach to information retrieval. In: Proceedings of CIKM, pp. 403\u2013410 (2001)","DOI":"10.1145\/502585.502654"},{"key":"6_CR11","doi-asserted-by":"crossref","unstructured":"Zhai, C., Lafferty, J.: A study of smoothing methods for language models applied to ad-hoc Information Retrieval. In: Proceedings of ACM SIGIR, pp. 334\u2013342 (2001)","DOI":"10.1145\/383952.384019"},{"key":"6_CR12","doi-asserted-by":"crossref","unstructured":"Liu, X., Croft, W.B.: Cluster-based retrieval using language models. In: Proceedings of ACM SIGIR, Sheffield, UK, pp. 186\u2013193 (2004)","DOI":"10.1145\/1008992.1009026"},{"key":"6_CR13","doi-asserted-by":"crossref","unstructured":"Tao, T., Wang, X., Mei, Q., Zhai, C.: Language model information retrieval with document expansion. In: Proceedings of HLT\/NAACL, pp. 407\u2013414 (2006)","DOI":"10.3115\/1220835.1220887"},{"key":"6_CR14","doi-asserted-by":"crossref","unstructured":"Lafferty, J., Zhai, C.: Document language models, query models, and risk minimization for Information Retrieval. In: Proceedings of ACM SIGIR, pp. 111\u2013119 (2001)","DOI":"10.1145\/383952.383970"},{"key":"6_CR15","unstructured":"Lavrenko, V.: A generative theory of relevance. Ph.D. Dissertation, 55\u201356 (2004)"}],"container-title":["Lecture Notes in Computer Science","Advances in Information Retrieval"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-00958-7_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,19]],"date-time":"2019-05-19T12:01:27Z","timestamp":1558267287000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-00958-7_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642009570","9783642009587"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-00958-7_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009]]}}}