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Authors: Fatih Gelgi ; Srinivas Vadrevu and Hasan Davulcu

Affiliation: Arizona State University, United States

Keyword(s): Web search, subspace clustering, guided search.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Searching and Browsing ; Soft Computing ; Symbolic Systems ; Web Information Systems and Technologies ; Web Interfaces and Applications ; Web Mining

Abstract: Current search engines present their search results as a ranked list of Web pages. However, as the number of pages on theWeb increases exponentially, so does the number of search results for any given query. We present a novel subspace clustering based algorithm to organize keyword search results by simultaneously clustering and identifying distinguishing terms for each cluster. Our system, named Scuba Diver, enables users to better interpret the coverage of millions of search results and to refine their search queries through a keyword guided interface. We present experimental results illustrating the effectiveness of our algorithm by measuring purity, entropy and F-measure of generated clusters based on Open Directory Project (ODP).

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Paper citation in several formats:
Gelgi, F.; Vadrevu, S. and Davulcu, H. (2007). SCUBA DIVER: SUBSPACE CLUSTERING OF WEB SEARCH RESULTS. In Proceedings of the Third International Conference on Web Information Systems and Technologies - Volume 1: WEBIST; ISBN 978-972-8865-78-8; ISSN 2184-3252, SciTePress, pages 334-339. DOI: 10.5220/0001288503340339

@conference{webist07,
author={Fatih Gelgi. and Srinivas Vadrevu. and Hasan Davulcu.},
title={SCUBA DIVER: SUBSPACE CLUSTERING OF WEB SEARCH RESULTS},
booktitle={Proceedings of the Third International Conference on Web Information Systems and Technologies - Volume 1: WEBIST},
year={2007},
pages={334-339},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001288503340339},
isbn={978-972-8865-78-8},
issn={2184-3252},
}

TY - CONF

JO - Proceedings of the Third International Conference on Web Information Systems and Technologies - Volume 1: WEBIST
TI - SCUBA DIVER: SUBSPACE CLUSTERING OF WEB SEARCH RESULTS
SN - 978-972-8865-78-8
IS - 2184-3252
AU - Gelgi, F.
AU - Vadrevu, S.
AU - Davulcu, H.
PY - 2007
SP - 334
EP - 339
DO - 10.5220/0001288503340339
PB - SciTePress

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