Tensor query expansion : a cognitively motivated relevance model
Symonds, Michael, Bruza, Peter D., Sitbon, Laurianne, & Turner, Ian (2011) Tensor query expansion : a cognitively motivated relevance model. In Proceeding of the 16th Australasian Document Computing Symposium, Australasian Document Computing Symposium, Canberra, ACT. (In Press)
Abstract
In information retrieval, a user's query is often not a complete representation of their real information need. The user's information need is a cognitive construction, however the use of cognitive models to perform query expansion have had little study.
In this paper, we present a cognitively motivated query expansion technique that uses semantic features for use in ad hoc retrieval. This model is evaluated against a state-of-the-art query expansion technique. The results show our approach provides significant improvements in retrieval
effectiveness for the TREC data sets tested.
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| ID Code: | 46965 |
|---|---|
| Item Type: | Conference Paper |
| Keywords: | Information retrieval, query expansion, tensors, tensor query expansion, relevance model |
| Subjects: | Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > LIBRARY AND INFORMATION STUDIES (080700) > Information Retrieval and Web Search (080704) |
| Divisions: | Past > Schools > Computer Science Past > QUT Faculties & Divisions > Faculty of Science and Technology Past > Schools > Information Systems Past > Schools > Mathematical Sciences |
| Copyright Owner: | Copyright 2011 [please consult the Authors] |
| Deposited On: | 11 Nov 2011 09:50 |
| Last Modified: | 15 Nov 2011 19:23 |
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