{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T11:13:07Z","timestamp":1769166787135,"version":"3.49.0"},"reference-count":38,"publisher":"World Scientific Pub Co Pte Lt","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2002,3]]},"abstract":"<jats:p> With the exponential growth of the Internet, information seekers are faced with the so-called problem of information overload. Adaptive Information Agents have been developed to alleviate this problem. The Main issues in the development of these agents are document representation, learning, and classification. Various paradigms have been explored for the development of adaptive information agents, and the performance of these agents differs in terms of computational efficiency, classification effectiveness, learning autonomy, exploration capability, and explanatory power. To develop a basic under-standing of the pros and cons of these paradigms, some representative information agents are examined. Such a review also serves to identify a general for the development of the next generation adaptive information agents. <\/jats:p>","DOI":"10.1142\/s0218213002000770","type":"journal-article","created":{"date-parts":[[2002,7,27]],"date-time":"2002-07-27T07:07:52Z","timestamp":1027753672000},"page":"19-61","source":"Crossref","is-referenced-by-count":6,"title":["THE STATE OF THE ART IN ADAPTIVE INFORMATION AGENTS"],"prefix":"10.1142","volume":"11","author":[{"given":"RAYMOND Y. K.","family":"LAU","sequence":"first","affiliation":[{"name":"Cooperative Information Systems Research Centre, Faculty of Information Technology, Queensland University of Technology, GPO Box 2434, Brisbane Qld 4001, Australia"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"p_2","doi-asserted-by":"publisher","DOI":"10.2307\/2274239"},{"key":"p_6","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008205606173"},{"key":"p_8","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1989.1.3.295"},{"key":"p_9","doi-asserted-by":"publisher","DOI":"10.1145\/138859.138861"},{"key":"p_11","doi-asserted-by":"publisher","DOI":"10.1016\/S0020-0255(98)10041-5"},{"key":"p_15","doi-asserted-by":"publisher","DOI":"10.1007\/BF00159209"},{"key":"p_16","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(19980515)49:7<604::AID-ASI3>3.0.CO;2-T"},{"key":"p_17","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/35.3.233"},{"key":"p_20","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-62560-7_39"},{"key":"p_21","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9"},{"key":"p_25","doi-asserted-by":"publisher","DOI":"10.1142\/S0218194095000083"},{"key":"p_29","first-page":"24","volume":"172","author":"Gardenfors P.","year":"1990","journal-title":"Revue Internationale de Philosophic"},{"key":"p_31","doi-asserted-by":"publisher","DOI":"10.1016\/0306-4573(90)90007-O"},{"key":"p_35","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-7051(99)00036-2"},{"key":"p_43","doi-asserted-by":"publisher","DOI":"10.1016\/S0306-4573(97)00041-1"},{"issue":"3","key":"p_44","first-page":"263","volume":"13","author":"Lalmas M.","year":"1998","journal-title":"The Use of Logic in Information Retrieval Modeling. Knowledge Engineering Review"},{"key":"p_47","doi-asserted-by":"publisher","DOI":"10.1142\/S0218843001000230"},{"issue":"3","key":"p_49","first-page":"25","volume":"23","author":"Lawrence S.","year":"2000","journal-title":"IEEE Data Engineering Bulletin"},{"key":"p_50","doi-asserted-by":"publisher","DOI":"10.1109\/4236.707689"},{"key":"p_54","doi-asserted-by":"publisher","DOI":"10.1145\/176789.176792"},{"key":"p_56","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(1999)50:9<760::AID-ASI4>3.0.CO;2-O"},{"key":"p_57","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007653114902"},{"issue":"4","key":"p_58","volume":"3","author":"Miller G.","year":"1990","journal-title":"International Journal of Lexicography"},{"key":"p_59","doi-asserted-by":"publisher","DOI":"10.1109\/5254.784084"},{"key":"p_61","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008287121180"},{"key":"p_62","doi-asserted-by":"publisher","DOI":"10.1109\/2.562929"},{"key":"p_64","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007369909943"},{"key":"p_66","doi-asserted-by":"publisher","DOI":"10.1108\/eb046814"},{"key":"p_68","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/29.6.481"},{"key":"p_70","doi-asserted-by":"publisher","DOI":"10.1126\/science.253.5023.974"},{"key":"p_71","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(199006)41:4<288::AID-ASI8>3.0.CO;2-H"},{"key":"p_73","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-9236(99)00034-2"},{"issue":"8","key":"p_75","first-page":"988","volume":"3","author":"Sorensen H.","year":"1997","journal-title":"J.UCS: Journal of Universal Computer Science"},{"key":"p_76","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008942012299"},{"key":"p_78","doi-asserted-by":"publisher","DOI":"10.1016\/S0020-0255(99)00123-1"},{"key":"p_79","doi-asserted-by":"publisher","DOI":"10.1109\/72.839008"},{"key":"p_82","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44759-8_54"},{"key":"p_85","doi-asserted-by":"publisher","DOI":"10.1017\/S0269888900008122"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213002000770","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T23:13:45Z","timestamp":1565133225000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218213002000770"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2002,3]]},"references-count":38,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2002,3]]}},"alternative-id":["10.1142\/S0218213002000770"],"URL":"https:\/\/doi.org\/10.1142\/s0218213002000770","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"value":"0218-2130","type":"print"},{"value":"1793-6349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2002,3]]}}}