{"id":"https://openalex.org/W3111759897","doi":"https://doi.org/10.1155/2020/8841233","title":"An Android Malware Detection Model Based on DT-SVM","display_name":"An Android Malware Detection Model Based on DT-SVM","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3111759897","doi":"https://doi.org/10.1155/2020/8841233","mag":"3111759897"},"language":"en","primary_location":{"id":"doi:10.1155/2020/8841233","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8841233","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8841233.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2020/8841233.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101709809","display_name":"Min Yang","orcid":"https://orcid.org/0000-0002-2589-4966"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Yang","raw_affiliation_strings":["College of Cybersecurity, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Cybersecurity, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059891662","display_name":"Xingshu Chen","orcid":"https://orcid.org/0000-0002-8705-2617"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingshu Chen","raw_affiliation_strings":["College of Cybersecurity and the Cybersecurity Research Institute, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Cybersecurity and the Cybersecurity Research Institute, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055967139","display_name":"Yonggang Luo","orcid":"https://orcid.org/0009-0000-3973-7606"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonggang Luo","raw_affiliation_strings":["College of Cybersecurity and the Cybersecurity Research Institute, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Cybersecurity and the Cybersecurity Research Institute, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100438460","display_name":"Hang Zhang","orcid":"https://orcid.org/0000-0002-6797-4948"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Zhang","raw_affiliation_strings":["Technology and Engineering Group, Tencent, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Technology and Engineering Group, Tencent, Shenzhen, China","institution_ids":["https://openalex.org/I2250653659"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059891662"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.0607,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.77741935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.868709146976471},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8116819858551025},{"id":"https://openalex.org/keywords/opcode","display_name":"Opcode","score":0.7538988590240479},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6841866970062256},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.5832722187042236},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.5709061622619629},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5635632872581482},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5516704320907593},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.5258941054344177},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.47697147727012634},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.4426169693470001},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4077255427837372},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.14121752977371216},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09447941184043884},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.08588296175003052}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.868709146976471},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8116819858551025},{"id":"https://openalex.org/C52173422","wikidata":"https://www.wikidata.org/wiki/Q766483","display_name":"Opcode","level":2,"score":0.7538988590240479},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6841866970062256},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.5832722187042236},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.5709061622619629},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5635632872581482},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5516704320907593},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.5258941054344177},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.47697147727012634},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4426169693470001},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4077255427837372},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14121752977371216},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09447941184043884},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.08588296175003052}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2020/8841233","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8841233","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8841233.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:583d59960a214528aefd2feba4803a6b","is_oa":true,"landing_page_url":"https://doaj.org/article/583d59960a214528aefd2feba4803a6b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/8841233","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8841233","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8841233.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3111759897.pdf","grobid_xml":"https://content.openalex.org/works/W3111759897.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W829612400","https://openalex.org/W1482612322","https://openalex.org/W2087347434","https://openalex.org/W2087970742","https://openalex.org/W2122672392","https://openalex.org/W2153635508","https://openalex.org/W2550197526","https://openalex.org/W2568897335","https://openalex.org/W2591102410","https://openalex.org/W2599823825","https://openalex.org/W2773683702","https://openalex.org/W2782290149","https://openalex.org/W2792736988","https://openalex.org/W2796394805","https://openalex.org/W2800912855","https://openalex.org/W2899435184","https://openalex.org/W2903488155","https://openalex.org/W2919545980","https://openalex.org/W2943165231","https://openalex.org/W2963777745","https://openalex.org/W2964450831","https://openalex.org/W2986232939","https://openalex.org/W4236137412","https://openalex.org/W4247200422","https://openalex.org/W4302027802","https://openalex.org/W6672247373","https://openalex.org/W6989354541","https://openalex.org/W7045276644"],"related_works":["https://openalex.org/W36091977","https://openalex.org/W4382794599","https://openalex.org/W2800331776","https://openalex.org/W2903602818","https://openalex.org/W2003791967","https://openalex.org/W3016048014","https://openalex.org/W4294976063","https://openalex.org/W4387382577","https://openalex.org/W2902612505","https://openalex.org/W4312234627"],"abstract_inverted_index":{"In":[0],"order":[1],"to":[2,78,109,136],"improve":[3,119],"the":[4,32,44,47,53,64,74,79,83,87,98,112,120,125,130,147,151],"accuracy":[5,156],"and":[6,43,66,117,123,146,157],"efficiency":[7],"of":[8,46,82,100,127],"Android":[9,13,41],"malware":[10,14,164],"detection,":[11],"an":[12],"detection":[15,165],"model":[16,91],"based":[17],"on":[18],"decision":[19,58,68,88,104],"tree":[20,59],"(DT)":[21],"with":[22,95,162],"support":[23],"vector":[24],"machine":[25],"(SVM)":[26],"algorithm":[27,153],"(DT-SVM)":[28],"is":[29,37,49,60,107],"proposed.":[30],"Firstly,":[31],"original":[33],"opcode,":[34,36],"Dalvik":[35],"extracted":[38],"by":[39,51],"reversing":[40],"software,":[42],"eigenvector":[45],"sample":[48,65,132],"generated":[50,61],"using":[52],"n-gram":[54],"model.":[55],"Then,":[56],"a":[57,102],"via":[62],"training":[63,133],"updating":[67],"nodes":[69,72],"as":[70,160],"SVM":[71,106,128],"from":[73],"bottom":[75],"up":[76],"according":[77],"evaluation":[80],"result":[81],"test":[84,137],"set":[85],"in":[86,115],"path.":[89],"The":[90],"effectively":[92,110],"combines":[93],"DT":[94,116],"SVM.":[96],"Under":[97],"premise":[99],"maintaining":[101],"high-accuracy":[103],"path,":[105],"used":[108],"reduce":[111],"overfitting":[113],"problem":[114],"thus":[118],"generalization":[121],"ability,":[122],"maintain":[124],"superiority":[126],"for":[129],"small":[131],"set.":[134],"Finally,":[135],"our":[138],"approach,":[139],"several":[140],"simulation":[141],"experiments":[142],"are":[143],"carried":[144],"out,":[145],"results":[148],"demonstrate":[149],"that":[150],"improved":[152],"has":[154],"better":[155],"higher":[158],"speed":[159],"compared":[161],"other":[163],"approaches.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}