{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:44:16Z","timestamp":1761597856498},"reference-count":15,"publisher":"World Scientific Pub Co Pte Lt","issue":"06","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2017,12]]},"abstract":"<jats:p> Short and ambiguous queries are the major problems in search engines which lead to irrelevant information retrieval for the users\u2019 input. The increasing nature of the information on the web also makes various difficulties for the search engine to provide the users needed results. The web search engine experience the ill effects of ambiguity, since the queries are looked at on a rational level rather than the semantic level. In this paper, for improving the performance of search engine as of the users\u2019 interest, personalization is based on the users\u2019 clicks and bookmarking is proposed. Modified agglomerative clustering is used in this work for clustering the results. The experimental results prove that the proposed work scores better precision, recall and F-score. <\/jats:p>","DOI":"10.1142\/s0218213017300022","type":"journal-article","created":{"date-parts":[[2017,9,18]],"date-time":"2017-09-18T06:02:12Z","timestamp":1505714532000},"page":"1730002","source":"Crossref","is-referenced-by-count":4,"title":["Users\u2019 Click and Bookmark Based Personalization Using Modified Agglomerative Clustering for Web Search Engine"],"prefix":"10.1142","volume":"26","author":[{"given":"T. Dhiliphan","family":"Rajkumar","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Kalasalingam University, Srivilliputhur, Tamilnadu, India"}]},{"given":"S. P.","family":"Raja","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Kalasalingam University, Srivilliputhur, Tamilnadu, India"}]},{"given":"A.","family":"Suruliandi","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Kalasalingam University, Srivilliputhur, Tamilnadu, India"}]}],"member":"219","published-online":{"date-parts":[[2017,12,12]]},"reference":[{"key":"p_1","doi-asserted-by":"publisher","DOI":"10.1145\/945546.945549"},{"key":"p_2","doi-asserted-by":"publisher","DOI":"10.2498\/cit.2004.03.01"},{"key":"p_3","first-page":"195","author":"Micarelli A.","year":"2007","journal-title":"Heidelberg"},{"issue":"03","key":"p_6","volume":"05","author":"Suruliandi A.","year":"2015","journal-title":"ICTACT Journal on Soft Computing"},{"key":"p_8","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2008.84"},{"key":"p_9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2009.09.003"},{"key":"p_11","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2008.12.046"},{"key":"p_13","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2007.08.001"},{"key":"p_14","first-page":"212","author":"Deng H.","year":"2009","journal-title":"Spain"},{"key":"p_16","doi-asserted-by":"publisher","DOI":"10.1002\/1097-4571(2000)9999:9999<::AID-ASI1591>3.0.CO;2-R"},{"issue":"08","key":"p_17","first-page":"3876","volume":"4","author":"Nidhi S.","year":"2012","journal-title":"International Journal of Engineering Science and Technology"},{"key":"p_21","doi-asserted-by":"publisher","DOI":"10.1145\/1132956.1132959"},{"key":"p_22","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2008.113"},{"key":"p_23","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.242"},{"key":"p_24","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2007.890633"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213017300022","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T00:44:00Z","timestamp":1565138640000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218213017300022"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,12]]},"references-count":15,"journal-issue":{"issue":"06","published-online":{"date-parts":[[2017,12,12]]},"published-print":{"date-parts":[[2017,12]]}},"alternative-id":["10.1142\/S0218213017300022"],"URL":"https:\/\/doi.org\/10.1142\/s0218213017300022","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"value":"0218-2130","type":"print"},{"value":"1793-6349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,12]]}}}