{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T21:55:00Z","timestamp":1740174900696,"version":"3.37.3"},"reference-count":20,"publisher":"Wiley","license":[{"start":{"date-parts":[[2019,11,29]],"date-time":"2019-11-29T00:00:00Z","timestamp":1574985600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Key R&D Program of China","award":["2017YFC0803700","61532021","61972155"],"award-info":[{"award-number":["2017YFC0803700","61532021","61972155"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017YFC0803700","61532021","61972155"],"award-info":[{"award-number":["2017YFC0803700","61532021","61972155"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017YFC0803700","61532021","61972155"],"award-info":[{"award-number":["2017YFC0803700","61532021","61972155"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2019,11,29]]},"abstract":"<jats:p>Internet addiction refers to excessive internet use that interferes with daily life. Due to its negative impact on college students\u2019 study and life, discovering students\u2019 internet addiction tendencies and making correct guidance for them timely is necessary. However, at present, the research methods used in analyzing students\u2019 internet addiction are mainly questionnaires and statistical analysis, which relies on the domain experts heavily. Fortunately, with the development of the smart campus, students\u2019 behavior data such as consumption and trajectory information in the campus are stored. With this information, we can analyze students\u2019 internet addiction levels quantitatively. In this paper, we provide an approach to estimate college students\u2019 internet addiction levels using their behavior data in the campus. In detail, we consider students\u2019 addiction towards the internet is a hidden variable which affects students\u2019 daily time online together with other behavior. By predicting students\u2019 daily time online, we will find students\u2019 internet addiction levels. Along this line, we develop a linear internet addiction (LIA) model, a neural network internet addiction (NIA) model, and a clustering-based internet addiction (CIA) model to calculate students\u2019 internet addiction levels, respectively. These three models take the regularity of students\u2019 behavior and the similarity among students\u2019 behavior into consideration. Finally, extensive experiments are conducted on a real-world dataset. The experimental results show the effectiveness of our method, and it is also consistent with some psychological findings.<\/jats:p>","DOI":"10.1155\/2019\/2753152","type":"journal-article","created":{"date-parts":[[2019,11,29]],"date-time":"2019-11-29T18:30:34Z","timestamp":1575052234000},"page":"1-12","source":"Crossref","is-referenced-by-count":7,"title":["Intelligent Behavior Data Analysis for Internet Addiction"],"prefix":"10.1155","volume":"2019","author":[{"given":"Wei","family":"Peng","sequence":"first","affiliation":[{"name":"Information Technology Support, East China Normal University, Shanghai 200062, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9977-8589","authenticated-orcid":true,"given":"Xinlei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Trustworthy Computing, MOE International Joint Lab of Trustworthy Software, East China Normal University, Shanghai 200062, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6370-8928","authenticated-orcid":true,"given":"Xin","family":"Li","sequence":"additional","affiliation":[{"name":"Shanghai Key Laboratory of Trustworthy Computing, MOE International Joint Lab of Trustworthy Software, East China Normal University, Shanghai 200062, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"2","doi-asserted-by":"publisher","DOI":"10.2147\/amep.s142199"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1108\/intr-05-2017-0198"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.05.005"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.01.011"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.06.017"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2018.08.018"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2016.12.057"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-32025-0_17"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2890091"},{"issue":"8","key":"17","first-page":"2485","volume":"13","year":"2010","journal-title":"Chinese General Practice"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2906241"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2893460"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/access.2019.2923905"},{"first-page":"350","volume-title":"Attention-based neural tag recommendation","year":"2019","key":"21"},{"issue":"2","key":"22","first-page":"187","volume":"24","year":"2005","journal-title":"Psychological Development and Education"},{"volume":"3","journal-title":"Journal of Liuzhou Vocational & Technical College","year":"2018","key":"23"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2886549"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2928020"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2890720"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30952-7_17"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2019\/2753152.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2019\/2753152.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2019\/2753152.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,11,29]],"date-time":"2019-11-29T18:30:39Z","timestamp":1575052239000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2019\/2753152\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,29]]},"references-count":20,"alternative-id":["2753152","2753152"],"URL":"https:\/\/doi.org\/10.1155\/2019\/2753152","relation":{},"ISSN":["1058-9244","1875-919X"],"issn-type":[{"type":"print","value":"1058-9244"},{"type":"electronic","value":"1875-919X"}],"subject":[],"published":{"date-parts":[[2019,11,29]]}}}