Document (#38327)

Author

Sarnikar, S.
Zhang, Z.
Zhao, J.L.

Title

Query-performance prediction for effective query routing in domain-specific repositories

Source

Journal of the Association for Information Science and Technology. 65(2014) no.8, S.1597-1614

Year

2014

Abstract

The effective use of corporate memory is becoming increasingly important because every aspect of e-business requires access to information repositories. Unfortunately, less-than-satisfying effectiveness in state-of-the-art information-retrieval techniques is well known, even for some of the best search engines such as Google. In this study, the authors resolve this retrieval ineffectiveness problem by developing a new framework for predicting query performance, which is the first step toward better retrieval effectiveness. Specifically, they examine the relationship between query performance and query context. A query context consists of the query itself, the document collection, and the interaction between the two. The authors first analyze the characteristics of query context and develop various features for predicting query performance. Then, they propose a context-sensitive model for predicting query performance based on the characteristics of the query and the document collection. Finally, they validate this model with respect to five real-world collections of documents and demonstrate its utility in routing queries to the correct repository with high accuracy.

Theme

Data Mining

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4. Bai, J.; Nie, J.-Y.: Adapting information retrieval to query contexts (2008) 0.26

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5. Chen, J.: ¬A lexical knowledge base approach for English-Chinese cross-language information retrieval (2006) 0.24

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