Document (#33078)

Author

Cho, B.-H.
Lee, C.
Lee, G.G.

Title

Exploring term dependences in probabilistic information retrieval model

Source

Information processing and management. 39(2003) no.4, S.505-519

Year

2003

Abstract

Most previous information retrieval (IR) models assume that terms of queries and documents are statistically independent from each another. However, this kind of conditional independence assumption is obviously and openly understood to be wrong, so we present a new method of incorporating term dependence in probabilistic retrieval model by adapting Bahadur-Lazarsfeld expansion (BLE) to compensate the weakness of the assumption. In this paper, we describe a theoretic process to apply BLE to the general probabilistic models and the state-of-the-art 2-Poisson model. Through the experiments on two standard document collections, HANTEC2.0 in Korean and WT10g in English, we demonstrate that incorporation of term dependences using the BLE significantly contribute to the improvement of performance in at least two different language IR systems.

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1. Lee, C.; Lee, G.G.: Probabilistic information retrieval model for a dependence structured indexing system (2005) 2.81

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4. Lassalle, E.; Lassalle, E.: Semantic models in information retrieval (2012) 0.18

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5. Losee, R.M.: Determining information retrieval and filtering performance without experimentation (1995) 0.16

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