{"id":"https://openalex.org/W2038491131","doi":"https://doi.org/10.1109/ijcnn.2013.6707043","title":"Application of string kernel based support vector machine for malware packer identification","display_name":"Application of string kernel based support vector machine for malware packer identification","publication_year":2013,"publication_date":"2013-08-01","ids":{"openalex":"https://openalex.org/W2038491131","doi":"https://doi.org/10.1109/ijcnn.2013.6707043","mag":"2038491131"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2013.6707043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014860606","display_name":"Tao Ban","orcid":"https://orcid.org/0000-0002-9616-3212"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tao Ban","raw_affiliation_strings":["National Institute of Information and Communications Technology, Japan","Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085568759","display_name":"Ryoichi Isawa","orcid":null},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ryoichi Isawa","raw_affiliation_strings":["National Institute of Information and Communications Technology, Japan","Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084460856","display_name":"Shanqing Guo","orcid":"https://orcid.org/0000-0003-3367-0951"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanqing Guo","raw_affiliation_strings":["Shandong University, jinan, China","Shandong University, Jinan, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong University, jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shandong University, Jinan, CHINA","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071687365","display_name":"Daisuke Inoue","orcid":"https://orcid.org/0000-0002-4373-0834"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Daisuke Inoue","raw_affiliation_strings":["National Institute of Information and Communications Technology, Japan","Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016277128","display_name":"Koji Nakao","orcid":"https://orcid.org/0009-0004-5167-6163"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koji Nakao","raw_affiliation_strings":["National Institute of Information and Communications Technology, Japan","Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Japan","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Nat. Inst. of Inf. & Commun. Technol., Koganei, Japan","institution_ids":["https://openalex.org/I90023481"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.8249906301498413},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7933330535888672},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6673822402954102},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6460368037223816},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.645341694355011},{"id":"https://openalex.org/keywords/string-kernel","display_name":"String kernel","score":0.5169603228569031},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5011205673217773},{"id":"https://openalex.org/keywords/radial-basis-function-kernel","display_name":"Radial basis function kernel","score":0.47121042013168335},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.45763564109802246},{"id":"https://openalex.org/keywords/digital-forensics","display_name":"Digital forensics","score":0.4449203908443451},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.4302051067352295},{"id":"https://openalex.org/keywords/obfuscation","display_name":"Obfuscation","score":0.42810195684432983},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4173874258995056},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38392210006713867},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3577452301979065},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.3305566608905792},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1914808750152588}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8249906301498413},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7933330535888672},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6673822402954102},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6460368037223816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.645341694355011},{"id":"https://openalex.org/C55851704","wikidata":"https://www.wikidata.org/wiki/Q7623983","display_name":"String kernel","level":5,"score":0.5169603228569031},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5011205673217773},{"id":"https://openalex.org/C75866337","wikidata":"https://www.wikidata.org/wiki/Q7280263","display_name":"Radial basis function kernel","level":4,"score":0.47121042013168335},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.45763564109802246},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.4449203908443451},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.4302051067352295},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.42810195684432983},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4173874258995056},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38392210006713867},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3577452301979065},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.3305566608905792},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1914808750152588},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2013.6707043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2013.6707043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2013 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W34176136","https://openalex.org/W1508225132","https://openalex.org/W1554174647","https://openalex.org/W1565441035","https://openalex.org/W1647671624","https://openalex.org/W1680392829","https://openalex.org/W1912123407","https://openalex.org/W2060108852","https://openalex.org/W2096921767","https://openalex.org/W2121749752","https://openalex.org/W2122111042","https://openalex.org/W2126734536","https://openalex.org/W2148603752","https://openalex.org/W2150423842","https://openalex.org/W2151300580","https://openalex.org/W2153635508","https://openalex.org/W2157092487","https://openalex.org/W2159702664","https://openalex.org/W2161278885","https://openalex.org/W3195149063","https://openalex.org/W6632963374","https://openalex.org/W6636915900","https://openalex.org/W6637386731","https://openalex.org/W6640114639","https://openalex.org/W6678051712","https://openalex.org/W6678810912","https://openalex.org/W6682969285"],"related_works":["https://openalex.org/W3013206934","https://openalex.org/W1984421104","https://openalex.org/W127070535","https://openalex.org/W2148753920","https://openalex.org/W1535136526","https://openalex.org/W2071590642","https://openalex.org/W2359597686","https://openalex.org/W2426604946","https://openalex.org/W1975708617","https://openalex.org/W2081743126"],"abstract_inverted_index":{"Packing":[0],"is":[1,32,42],"among":[2],"the":[3,29,45,49,56,64,69,77,105,109,117,138,160],"most":[4,110],"popular":[5],"obfuscation":[6],"techniques":[7],"to":[8,27,34,158],"impede":[9],"anti-virus":[10,164],"scanners":[11],"from":[12,68],"successfully":[13],"detecting":[14],"malware.":[15],"In":[16],"this":[17],"paper":[18],"we":[19],"propose":[20],"a":[21,36,52,86,122,151],"string-kernel-based":[22,53],"support":[23,83],"vector":[24,84],"machine":[25],"classifier":[26],"identify":[28],"packer":[30,92,112],"that":[31,137],"used":[33],"create":[35],"given":[37],"malware":[38,170],"program.":[39],"Our":[40],"approach":[41,140],"featured":[43],"by":[44,133],"following":[46],"characteristics.":[47],"First,":[48],"adoption":[50],"of":[51,82,104,124,129,163],"method":[54,155],"bridges":[55],"gap":[57],"between":[58],"signature-based":[59],"and":[60,99,143,166],"machine-learning-base":[61],"approaches.":[62],"Second,":[63],"kernel":[65],"function":[66],"derived":[67],"Levenshtein":[70],"distance":[71],"integrates":[72],"important":[73],"domain":[74],"knowledge":[75],"in":[76,147],"learning":[78],"process.":[79],"Then,":[80],"application":[81],"machine,":[85],"state-of-the-art":[87],"classifier,":[88],"enables":[89],"an":[90],"automated":[91],"identification":[93],"scheme":[94],"with":[95,108,150],"high":[96],"generalization":[97],"ability":[98],"time":[100],"efficiency.":[101],"Finally,":[102],"selection":[103],"code":[106],"segment":[107],"essential":[111],"relevant":[113],"information":[114],"further":[115],"boosts":[116],"classification":[118],"performance.":[119],"Experiments":[120],"on":[121],"dataset":[123],"3228":[125],"binary":[126],"programs":[127],"composed":[128],"packed":[130],"files":[131],"created":[132],"25":[134],"packers":[135],"show":[136],"proposed":[139],"outperforms":[141],"PEiD":[142],"previous":[144],"machine-learning-based":[145],"approaches":[146],"prediction":[148],"accuracy":[149],"large":[152],"margin.":[153],"This":[154],"can":[156],"help":[157],"improve":[159],"scanning":[161],"efficiency":[162],"products":[165],"promote":[167],"efficient":[168],"back-end":[169],"research.":[171]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
