{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,22]],"date-time":"2025-02-22T05:28:23Z","timestamp":1740202103881,"version":"3.37.3"},"reference-count":0,"publisher":"IOS Press","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"abstract":"<jats:p>In this work, we present and compare several methods for web page classification focusing particularly on supervised classification methods. Rocchio, the method we choose for its efficiency, is tested on the reference corpus &amp;ldquo;20newsGroups&amp;rdquo;, adopting different similarity measures. Results illustrate some limitations related mainly to ignoring text semantics. In order to overcome these limitations, this work proposes to extend the original Rocchio through vector conceptualization replacing terms with related concepts and by adopting semantic similarity measures, all using semantic resources as ontologies, towards semantic Rocchio-based classification method.<\/jats:p>","DOI":"10.3233\/978-1-61499-105-2-460","type":"book-chapter","created":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T10:26:53Z","timestamp":1740133613000},"source":"Crossref","is-referenced-by-count":0,"title":["Towards a Supervised Rocchio-based Semantic Classification of Web Pages"],"prefix":"10.3233","author":[{"family":"Albitar Shereen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"family":"Espinasse Bernard","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"family":"Fournier S&eacute;bastien","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","Advances in Knowledge-Based and Intelligent Information and Engineering Systems"],"original-title":[],"deposited":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T11:25:32Z","timestamp":1740137132000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.medra.org\/servlet\/aliasResolver?alias=iospressISSNISBN&issn=0922-6389&volume=243&spage=460"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/978-1-61499-105-2-460","relation":{},"ISSN":["0922-6389"],"issn-type":[{"value":"0922-6389","type":"print"}],"subject":[],"published":{"date-parts":[[2012]]}}}