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Our scheme employed different analyzing methods (static and dynamic methods) to construct a flexible detecting scheme. In this paper, we proposed some detecting techniques such as Com+ feature based on traditional Permission and API call features to improve the performance of static detection. The collapsing issue of traditional function call graph-based malware detection was also avoided, as we adopted feature selection and clustering method to unify function call graph features of various dimensions into same dimension. In order to verify the performance of our scheme, we built an open-access malware dataset in our experiments. The experimental results showed that the suggested scheme achieved high malware-detecting accuracy, and the scheme could be used to establish Android malware-detecting cloud services, which can automatically adopt high-efficiency analyzing methods according to the properties of the Android applications.<\/jats:p>","DOI":"10.1155\/2018\/1649703","type":"journal-article","created":{"date-parts":[[2018,3,13]],"date-time":"2018-03-13T19:30:33Z","timestamp":1520969433000},"page":"1-12","source":"Crossref","is-referenced-by-count":13,"title":["Detecting Android Malwares with High-Efficient Hybrid Analyzing Methods"],"prefix":"10.1155","volume":"2018","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5949-6587","authenticated-orcid":true,"given":"Yu","family":"Liu","sequence":"first","affiliation":[{"name":"School of Electronic Information Engineering, Tianjin University, Tianjin 30072, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kai","family":"Guo","sequence":"additional","affiliation":[{"name":"School of Electronic Information Engineering, Tianjin University, Tianjin 30072, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1217-3809","authenticated-orcid":true,"given":"Xiangdong","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Electronic Information Engineering, Tianjin University, Tianjin 30072, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhou","family":"Zhou","sequence":"additional","affiliation":[{"name":"Teachers College of Columbia University, New York, NY 10027, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yichi","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Electronic Information Engineering, Tianjin University, Tianjin 30072, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2386139"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/tse.2016.2615307"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/tifs.2014.2353996"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.14257\/ijsia.2014.8.1.22"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1002\/sec.1155"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1145\/2619091"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2017.2667658"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2017.2699220"},{"key":"24","volume-title":"Convolution kernels on discrete structures","volume":"646","year":"1999"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2009.09.011"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.2307\/2685209"},{"key":"31","year":"2013"}],"container-title":["Mobile Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2018\/1649703.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2018\/1649703.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2018\/1649703.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,7,15]],"date-time":"2018-07-15T19:31:08Z","timestamp":1531683068000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/misy\/2018\/1649703\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,3,13]]},"references-count":12,"alternative-id":["1649703","1649703"],"URL":"https:\/\/doi.org\/10.1155\/2018\/1649703","relation":{},"ISSN":["1574-017X","1875-905X"],"issn-type":[{"value":"1574-017X","type":"print"},{"value":"1875-905X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,3,13]]}}}