{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,3]],"date-time":"2025-03-03T05:40:06Z","timestamp":1740980406046,"version":"3.38.0"},"reference-count":51,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2017,11,24]],"date-time":"2017-11-24T00:00:00Z","timestamp":1511481600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61433014","61673085"],"award-info":[{"award-number":["61433014","61673085"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Information Science"],"published-print":{"date-parts":[[2018,2]]},"abstract":"<jats:p> With the advent of big data era, social media plays an important role in many areas such as security and finance. Researchers pay more attention on mining users\u2019 interests through the social media data. A three-layer model (TLM) based on keyword extracting is proposed to mine users\u2019 interests, which includes candidate words extracting, semantic structures analysing and interest words ranking. The TLM mainly focuses on both self-importance and semantic-importance of interest words. In addition, the TLM also considers the interest drifting to track long-term and short-term interests of users. Experiments conducted on 10 SINA Weibo datasets show that TLM is more efficient than existing methods to identify users\u2019 interests based on hit rate. <\/jats:p>","DOI":"10.1177\/0165551517743645","type":"journal-article","created":{"date-parts":[[2017,11,24]],"date-time":"2017-11-24T14:28:27Z","timestamp":1511533707000},"page":"136-144","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["A three-layer model on users\u2019 interests mining"],"prefix":"10.1177","volume":"44","author":[{"given":"Renfeng","family":"Yang","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering and Big Data Research Center, University of Electronic Science and Technology of China, People\u2019s Republic of China"}]},{"given":"Wenbo","family":"Xie","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering and Big Data Research Center, University of Electronic 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