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Improving the Context-Based Influence Diagram Model for Structured Document Retrieval: Removing Topological Restrictions and Adding New Evaluation Methods

Identifieur interne : 000806 ( Main/Exploration ); précédent : 000805; suivant : 000807

Improving the Context-Based Influence Diagram Model for Structured Document Retrieval: Removing Topological Restrictions and Adding New Evaluation Methods

Auteurs : Luis M. De Campos [Espagne] ; Juan M. Fernández-Luna [Espagne] ; Juan F. Huete [Espagne]

Source :

RBID : ISTEX:797B32324E886F03A04B0CDB55765258B5228922

Abstract

Abstract: In this paper we present the theoretical developments necessary to extend the existing Context-based Influence Diagram Model for Structured Documents (CID model), in order to improve its retrieval performance and expressiveness. Firstly, we make it more flexible and general by removing the original restrictions on the type of structured documents that CID represents. This extension requires the design of a new algorithm to compute the posterior probabilities of relevance. Another contribution is related to the evaluation of the influence diagram. The computation of the expected utilities in the original CID model was approximated by applying an independence criterion. We present another approximation that does not assume independence, as well as an exact evaluation method.

Url:
DOI: 10.1007/978-3-540-31865-1_16


Affiliations:


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Le document en format XML

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