An immune system approach to personalize search result

Since dawn of the World Wide Web, the retrieval of relevant information has been a major problem for search engines. Current Web search engines use search algorithms to generate results that are suitable for discovering relevant pages to a query, but in doing so they do not consider the user who req...

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Main Authors: Rastegari, Hamid, Shamsuddin, Siti Mariyam
Format: Conference or Workshop Item
Published: 2011
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Online Access:http://eprints.utm.my/id/eprint/45571/
http://dx.doi.org/10.1109/ISDA.2011.6121640
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spelling my.utm.455712017-07-17T01:50:07Z http://eprints.utm.my/id/eprint/45571/ An immune system approach to personalize search result Rastegari, Hamid Shamsuddin, Siti Mariyam T Technology (General) Since dawn of the World Wide Web, the retrieval of relevant information has been a major problem for search engines. Current Web search engines use search algorithms to generate results that are suitable for discovering relevant pages to a query, but in doing so they do not consider the user who requested the query. A personalization system helps users to find interesting documents based on their preferences. The issue in this field is low accuracy in retrieved relevant information for particular user. This article proposed a novel technique to personalize the search results. We utilize artificial immune system (AIS) as a successful intelligent technique to find relevant pages in the search results based on user preferences. According to the obtain result, the proposed algorithm based on the AIS improved accuracy in retrieval of relevant information in the Web search results. 2011 Conference or Workshop Item PeerReviewed Rastegari, Hamid and Shamsuddin, Siti Mariyam (2011) An immune system approach to personalize search result. In: 11th International Conference On Intelligent Systems Design And Applications (ISDA 2011). http://dx.doi.org/10.1109/ISDA.2011.6121640
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology (General)
spellingShingle T Technology (General)
Rastegari, Hamid
Shamsuddin, Siti Mariyam
An immune system approach to personalize search result
description Since dawn of the World Wide Web, the retrieval of relevant information has been a major problem for search engines. Current Web search engines use search algorithms to generate results that are suitable for discovering relevant pages to a query, but in doing so they do not consider the user who requested the query. A personalization system helps users to find interesting documents based on their preferences. The issue in this field is low accuracy in retrieved relevant information for particular user. This article proposed a novel technique to personalize the search results. We utilize artificial immune system (AIS) as a successful intelligent technique to find relevant pages in the search results based on user preferences. According to the obtain result, the proposed algorithm based on the AIS improved accuracy in retrieval of relevant information in the Web search results.
format Conference or Workshop Item
author Rastegari, Hamid
Shamsuddin, Siti Mariyam
author_facet Rastegari, Hamid
Shamsuddin, Siti Mariyam
author_sort Rastegari, Hamid
title An immune system approach to personalize search result
title_short An immune system approach to personalize search result
title_full An immune system approach to personalize search result
title_fullStr An immune system approach to personalize search result
title_full_unstemmed An immune system approach to personalize search result
title_sort immune system approach to personalize search result
publishDate 2011
url http://eprints.utm.my/id/eprint/45571/
http://dx.doi.org/10.1109/ISDA.2011.6121640
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score 13.214268