{"id":"https://openalex.org/W2793223501","doi":"https://doi.org/10.5220/0006685805530561","title":"Deep Learning versus Gist Descriptors for Image-based Malware Classification","display_name":"Deep Learning versus Gist Descriptors for Image-based Malware Classification","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2793223501","doi":"https://doi.org/10.5220/0006685805530561","mag":"2793223501"},"language":"en","primary_location":{"id":"doi:10.5220/0006685805530561","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006685805530561","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006685805530561","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087333985","display_name":"Sravani Yajamanam","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sravani Yajamanam","raw_affiliation_strings":["San Jose State University, United States","San Jos\u00e9 State Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University, United States","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"San Jos\u00e9 State Univ. (United States)","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080179419","display_name":"Vikash Raja Samuel Selvin","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vikash Raja Samuel Selvin","raw_affiliation_strings":["San Jose State University, United States","San Jos\u00e9 State Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University, United States","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"San Jos\u00e9 State Univ. (United States)","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074325073","display_name":"Fabio Di Troia","orcid":"https://orcid.org/0000-0003-2355-7146"},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fabio Di Troia","raw_affiliation_strings":["San Jose State University, United States","San Jos\u00e9 State Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University, United States","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"San Jos\u00e9 State Univ. (United States)","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010812344","display_name":"Mark Stamp","orcid":"https://orcid.org/0000-0002-3803-8368"},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Stamp","raw_affiliation_strings":["San Jose State University, United States","San Jos\u00e9 State Univ. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University, United States","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"San Jos\u00e9 State Univ. (United States)","institution_ids":["https://openalex.org/I51504820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I51504820"],"apc_list":null,"apc_paid":null,"fwci":6.4931,"has_fulltext":false,"cited_by_count":83,"citation_normalized_percentile":{"value":0.97626684,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"553","last_page":"561"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9966999888420105,"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":0.9966999888420105,"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":0.9581999778747559,"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":0.9520000219345093,"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":0.8243696689605713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7399804592132568},{"id":"https://openalex.org/keywords/gist","display_name":"GiST","score":0.7290624380111694},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6227940917015076},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5675033926963806},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5170955657958984},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.44861310720443726},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37573421001434326},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36155760288238525},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3528352379798889},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17101788520812988},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0705476701259613}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8243696689605713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7399804592132568},{"id":"https://openalex.org/C2775922572","wikidata":"https://www.wikidata.org/wiki/Q83567","display_name":"GiST","level":3,"score":0.7290624380111694},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6227940917015076},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5675033926963806},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5170955657958984},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.44861310720443726},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37573421001434326},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36155760288238525},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3528352379798889},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17101788520812988},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0705476701259613},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C16930146","wikidata":"https://www.wikidata.org/wiki/Q4381253","display_name":"Stromal cell","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006685805530561","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006685805530561","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarworks.sjsu.edu:faculty_rsca-5267","is_oa":false,"landing_page_url":"https://scholarworks.sjsu.edu/faculty_rsca/4268","pdf_url":null,"source":{"id":"https://openalex.org/S4306401059","display_name":"San Jose State University Scholar Works (San Jose State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I51504820","host_organization_name":"San Jose State University","host_organization_lineage":["https://openalex.org/I51504820"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Research, Scholarly, and Creative Activity","raw_type":"text"}],"best_oa_location":{"id":"doi:10.5220/0006685805530561","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006685805530561","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2324878617","https://openalex.org/W2359581215","https://openalex.org/W3087259005","https://openalex.org/W2325192466","https://openalex.org/W3087198384","https://openalex.org/W2009098253","https://openalex.org/W3087415296","https://openalex.org/W2350183653","https://openalex.org/W2898193203","https://openalex.org/W2795259429"],"abstract_inverted_index":{"Image":[0],"features":[1,119],"known":[2],"as":[3],"``gist":[4],"descriptors''":[5],"have":[6],"recently":[7],"been":[8],"applied":[9,52],"to":[10,53,61,79,115],"the":[11,33,44,72,105,117],"malware":[12,24],"classification":[13,39],"problem.":[14],"In":[15],"this":[16,47,80],"research,":[17],"we":[18,57,70,91],"implement,":[19],"test,":[20],"and":[21,30,56],"analyze":[22,43],"a":[23,63,75],"score":[25,35],"based":[26,85],"on":[27,86],"gist":[28,67,87,118],"descriptors,":[29],"verify":[31],"that":[32,93,110],"resulting":[34],"yields":[36],"very":[37],"strong":[38],"results.":[40],"We":[41],"also":[42],"robustness":[45],"of":[46,66,74,104],"gist-based":[48,81],"scoring":[49,84],"technique":[50,78,97],"when":[51,120],"obfuscated":[54],"malware,":[55],"perform":[58],"feature":[59],"reduction":[60],"determine":[62],"minimal":[64],"set":[65],"features.":[68],"Then":[69],"compare":[71],"effectiveness":[73],"deep":[76,95,106],"learning":[77,96,107],"approach.":[82],"While":[83],"descriptors":[88],"is":[89,109,112],"effective,":[90],"show":[92],"our":[94],"performs":[98],"equally":[99],"well.":[100],"A":[101],"potential":[102],"advantage":[103],"approach":[108],"there":[111],"no":[113],"need":[114],"extract":[116],"training":[121],"or":[122],"scoring.":[123]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":5}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
