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A Method for Query Expansion Using a Hierarchy of Clusters

Authors :
Masaki Aono
Hironori Doi
Source :
Information Retrieval Technology ISBN: 9783540291862, AIRS
Publication Year :
2005
Publisher :
Springer Berlin Heidelberg, 2005.

Abstract

We will present a new algorithm for improving the retrieval performance using query expansion, based on a hierarchy of clusters. In order to create this hierarchical data structure, a clustering algorithm is executed multiple times with different initial conditions. With the aid of this hierarchical data structure, we have achieved significant improvement in retrieval performance over previously known methods in terms of both recall and precision. In our experiments with Japanese patent data, we have employed a co-clustering algorithm as a clustering method.

Details

ISBN :
978-3-540-29186-2
ISBNs :
9783540291862
Database :
OpenAIRE
Journal :
Information Retrieval Technology ISBN: 9783540291862, AIRS
Accession number :
edsair.doi...........bb7a2909e6f1caeb5ec39854542123b6