Matching Reviews to Objects using a Language Model

作者: Nilesh Dalvi , Ravi Kumar , Bo Pang , Andrew Tomkins

DOI: 10.3115/1699571.1699592

关键词: Mixture modelMatching (statistics)Natural language processingLanguage identificationLanguage modelComputer scienceArtificial intelligenceObject (computer science)

摘要: We develop a general method to match unstructured text reviews structured list of objects. For this, we propose language model for generating that incorporates description objects and generic review model. This mixture gives us principled find, given review, the object most likely be topic review. Extensive experiments analysis on from Yelp show our model-based vastly outperforms traditional tf-idf-based methods.

参考文章(39)
Derrick Burns, Earl Rennison, Concept synonym matching engine ,(2005)
Dmitri V. Kalashnikov, Sharad Mehrotra, Zhaoqi Chen, Exploiting relationships for domain-independent data cleaning † siam international conference on data mining. pp. 262- 273 ,(2005)
Djoerd Hiemstra, A Linguistically Motivated Probabilistic Model of Information Retrieval european conference on research and advanced technology for digital libraries. pp. 569- 584 ,(1998) , 10.1007/3-540-49653-X_34
Wessel Kraaij, Djoerd Hiemstra, Twenty-One at TREC-7: ad-hoc and cross-language track text retrieval conference. pp. 174- 185 ,(1998)
Rohit Ananthakrishna, Surajit Chaudhuri, Venkatesh Ganti, Eliminating fuzzy duplicates in data warehouses very large data bases. pp. 586- 597 ,(2002) , 10.1016/B978-155860869-6/50058-5
Minqing Hu, Bing Liu, Mining opinion features in customer reviews national conference on artificial intelligence. pp. 755- 760 ,(2004)
John Lafferty, ChengXiang Zhai, Probabilistic Relevance Models Based on Document and Query Generation Springer, Dordrecht. pp. 1- 10 ,(2003) , 10.1007/978-94-017-0171-6_1
Robert Rubinoff, Anthony Ruiz Davis, Kyle Aveni-Deforge, Noam Carl Unger, Michael Scott Morton, Sibley Verbeck Simon, Method and system for indexing and searching timed media information based upon relevance intervals ,(2013)
Nozomi Kobayashi, Kentaro Inui, Yuji Matsumoto, Kenji Tateishi, Toshikazu Fukushima, Collecting evaluative expressions for opinion extraction international joint conference on natural language processing. ,vol. 3248, pp. 596- 605 ,(2004) , 10.1007/978-3-540-30211-7_63