{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T06:43:03Z","timestamp":1780382583609,"version":"3.54.1"},"reference-count":19,"publisher":"Wiley","license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["2013R1A1A3011698"],"award-info":[{"award-number":["2013R1A1A3011698"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Applied Mathematics"],"published-print":{"date-parts":[[2014]]},"abstract":"<jats:p>Current many Internet of Things (IoT) services are monitored and controlled through smartphone applications. By combining IoT with smartphones, many convenient IoT services have been provided to users. However, there are adverse underlying effects in such services including invasion of privacy and information leakage. In most cases, mobile devices have become cluttered with important personal user information as various services and contents are provided through them. Accordingly, attackers are expanding the scope of their attacks beyond the existing PC and Internet environment into mobile devices. In this paper, we apply a linear support vector machine (SVM) to detect Android malware and compare the malware detection performance of SVM with that of other machine learning classifiers. Through experimental validation, we show that the SVM outperforms other machine learning classifiers.<\/jats:p>","DOI":"10.1155\/2014\/594501","type":"journal-article","created":{"date-parts":[[2014,9,3]],"date-time":"2014-09-03T19:54:04Z","timestamp":1409774044000},"page":"1-10","source":"Crossref","is-referenced-by-count":97,"title":["Linear SVM-Based Android Malware Detection for Reliable IoT Services"],"prefix":"10.1155","volume":"2014","author":[{"given":"Hyo-Sik","family":"Ham","sequence":"first","affiliation":[{"name":"Department of Computer Science, Kangwon National University, 1 Kangwondaehak-gil, Gangwon-do 200-701, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hwan-Hee","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Kangwon National University, 1 Kangwondaehak-gil, Gangwon-do 200-701, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3809-2057","authenticated-orcid":true,"given":"Myung-Sup","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Computer and Information Science, Korea University, 2511 Sejong-ro, Sejong-si 339-770, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9062-4604","authenticated-orcid":true,"given":"Mi-Jung","family":"Choi","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Kangwon National University, 1 Kangwondaehak-gil, Gangwon-do 200-701, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"issue":"4","key":"1","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1038\/scientificamerican1004-76","volume":"291","year":"2004","journal-title":"Scientific American"},{"key":"3","year":"2012"},{"key":"4","volume-title":"Internet of things strategic research and innovation agenda","year":"2013"},{"key":"5","year":"2012"},{"issue":"2","key":"6","first-page":"25","volume":"3","year":"2012","journal-title":"Journal of Convergence"},{"issue":"4","key":"9","volume":"3","year":"2012","journal-title":"Journal of Convergence"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1186\/2192-1962-3-16"},{"issue":"2","key":"11","doi-asserted-by":"crossref","first-page":"54","DOI":"10.3745\/JIPS.2008.3.2.054","volume":"3","year":"2007","journal-title":"Journal of Information Processing Systems"},{"key":"19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"244","DOI":"10.1007\/978-3-642-04342-0_13","volume-title":"VirusMeter preventing your cellphone from spies","volume":"5758","year":"2009"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1007\/s10844-010-0148-x"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009715923555"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-1674-7_38"},{"issue":"3","key":"26","first-page":"249","volume":"31","year":"2007","journal-title":"Informatica"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007465528199"},{"key":"28","year":"1996"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"32","volume":"1","year":"1996"},{"issue":"3","key":"34","first-page":"39","volume":"9","year":"2013","journal-title":"Journal of Information Processing Systems"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1023\/A:1018628609742"}],"container-title":["Journal of Applied Mathematics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/594501.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/594501.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/594501.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,22]],"date-time":"2017-06-22T15:51:42Z","timestamp":1498146702000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/jam\/2014\/594501\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"references-count":19,"alternative-id":["594501","594501"],"URL":"https:\/\/doi.org\/10.1155\/2014\/594501","relation":{},"ISSN":["1110-757X","1687-0042"],"issn-type":[{"value":"1110-757X","type":"print"},{"value":"1687-0042","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014]]}}}