{"id":"https://openalex.org/W4412612694","doi":"https://doi.org/10.1007/s10207-025-01101-4","title":"Cross-Silo Federated Learning in Security Operations Centers for effective malware detection","display_name":"Cross-Silo Federated Learning in Security Operations Centers for effective malware detection","publication_year":2025,"publication_date":"2025-07-23","ids":{"openalex":"https://openalex.org/W4412612694","doi":"https://doi.org/10.1007/s10207-025-01101-4"},"language":"en","primary_location":{"id":"doi:10.1007/s10207-025-01101-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10207-025-01101-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10207-025-01101-4.pdf","source":{"id":"https://openalex.org/S164062316","display_name":"International Journal of Information Security","issn_l":"1615-5262","issn":["1615-5262","1615-5270"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Security","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10207-025-01101-4.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073781033","display_name":"Georgios Xenos","orcid":null},"institutions":[{"id":"https://openalex.org/I120729142","display_name":"Research Academic Computer Technology Institute","ror":"https://ror.org/021nszj63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I120729142","https://openalex.org/I4210154149"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Georgios Xenos","raw_affiliation_strings":["Computer Technology Institute and Press DIOPHANTUS and Dept. of Electrical and Computer Engineering University of Patras, Patras, Greece"],"affiliations":[{"raw_affiliation_string":"Computer Technology Institute and Press DIOPHANTUS and Dept. of Electrical and Computer Engineering University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I120729142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027257996","display_name":"Dimitrios Serpanos","orcid":"https://orcid.org/0000-0002-1385-7113"},"institutions":[{"id":"https://openalex.org/I120729142","display_name":"Research Academic Computer Technology Institute","ror":"https://ror.org/021nszj63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I120729142","https://openalex.org/I4210154149"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Serpanos","raw_affiliation_strings":["Computer Technology Institute and Press DIOPHANTUS and Dept. of Electrical and Computer Engineering University of Patras, Patras, Greece"],"affiliations":[{"raw_affiliation_string":"Computer Technology Institute and Press DIOPHANTUS and Dept. of Electrical and Computer Engineering University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I120729142"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5073781033"],"corresponding_institution_ids":["https://openalex.org/I120729142"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":3.1486,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92239627,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"24","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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":1.0,"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":0.9997000098228455,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7666184902191162},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.7638897895812988},{"id":"https://openalex.org/keywords/silo","display_name":"Silo","score":0.660355269908905},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6235897541046143},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.579596757888794},{"id":"https://openalex.org/keywords/ransomware","display_name":"Ransomware","score":0.45681700110435486},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09909126162528992}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7666184902191162},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.7638897895812988},{"id":"https://openalex.org/C2778024958","wikidata":"https://www.wikidata.org/wiki/Q213643","display_name":"Silo","level":2,"score":0.660355269908905},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6235897541046143},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.579596757888794},{"id":"https://openalex.org/C2777667771","wikidata":"https://www.wikidata.org/wiki/Q926331","display_name":"Ransomware","level":3,"score":0.45681700110435486},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09909126162528992},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10207-025-01101-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10207-025-01101-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10207-025-01101-4.pdf","source":{"id":"https://openalex.org/S164062316","display_name":"International Journal of Information Security","issn_l":"1615-5262","issn":["1615-5262","1615-5270"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Security","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10207-025-01101-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10207-025-01101-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10207-025-01101-4.pdf","source":{"id":"https://openalex.org/S164062316","display_name":"International Journal of Information Security","issn_l":"1615-5262","issn":["1615-5262","1615-5270"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Security","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310968","display_name":"University of Patras","ror":"https://ror.org/017wvtq80"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412612694.pdf","grobid_xml":"https://content.openalex.org/works/W4412612694.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2110889728","https://openalex.org/W2132874238","https://openalex.org/W2247175430","https://openalex.org/W3086156262","https://openalex.org/W3097060730","https://openalex.org/W3099702369","https://openalex.org/W3100779497","https://openalex.org/W3107100345","https://openalex.org/W3149857249","https://openalex.org/W3157680283","https://openalex.org/W3216699651","https://openalex.org/W4206724648","https://openalex.org/W4313119132","https://openalex.org/W4318586189","https://openalex.org/W4381233012","https://openalex.org/W4387567440","https://openalex.org/W4388039587","https://openalex.org/W4388765979","https://openalex.org/W4389194536","https://openalex.org/W4390673835","https://openalex.org/W4391250546","https://openalex.org/W4394998532","https://openalex.org/W4399069324","https://openalex.org/W4406676442","https://openalex.org/W6600727173","https://openalex.org/W6602512215","https://openalex.org/W6602664198"],"related_works":["https://openalex.org/W2523330964","https://openalex.org/W2383857829","https://openalex.org/W2023971635","https://openalex.org/W2903433011","https://openalex.org/W2485498725","https://openalex.org/W2388672951","https://openalex.org/W2381041855","https://openalex.org/W3204851139","https://openalex.org/W2060145807","https://openalex.org/W4248806346"],"abstract_inverted_index":{"Abstract":[0],"Effective":[1],"malware":[2,27,67,96],"detection":[3,28,68,97],"is":[4,122,139,166],"a":[5,19,84,155],"key":[6],"priority":[7],"for":[8,48,159],"Security":[9],"Operations":[10],"Centers":[11],"(SOC).":[12],"Machine":[13],"learning":[14],"(ML)":[15],"has":[16],"emerged":[17],"as":[18],"very":[20],"powerful":[21],"tool,":[22],"widely":[23],"adopted":[24],"by":[25],"many":[26],"systems.":[29],"ML":[30,85,95],"models":[31,98],"require":[32],"extensive":[33],"and":[34,50,60,117,128,148],"high-quality":[35],"data":[36,126],"to":[37,53,58,92,124,150,161],"perform":[38],"well.":[39],"SOCs":[40,91,160],"are":[41],"often":[42],"dependent":[43],"on":[44],"their":[45,66,102],"proprietary":[46],"datasets":[47,147],"training":[49],"face":[51],"challenges":[52],"obtain":[54],"sufficient":[55],"data,":[56],"due":[57],"privacy":[59],"Intellectual":[61],"Property":[62],"(IP)":[63],"concerns,":[64],"limiting":[65],"capabilities.":[69],"To":[70],"address":[71,125],"these":[72],"challenges,":[73],"this":[74],"paper":[75],"introduces":[76],"the":[77,136],"adoption":[78],"of":[79,107,135],"Cross-Silo":[80],"Federated":[81,114,119],"Learning":[82,115,120],"(FL),":[83],"technique":[86],"that":[87],"enables":[88],"different":[89],"participating":[90],"collaboratively":[93],"train":[94],"without":[99],"explicitly":[100],"sharing":[101,130],"private":[103],"data.":[104],"The":[105,133],"deployment":[106],"two":[108,142],"distinct":[109],"FL":[110],"setups,":[111],"namely":[112],"Horizontal":[113],"(HFL)":[116],"Vertical":[118],"(VFL),":[121],"explored":[123],"sample":[127],"feature":[129],"limitations,":[131],"respectively.":[132],"effectiveness":[134],"proposed":[137],"architectures":[138],"evaluated":[140],"against":[141],"large":[143],"openly":[144],"available":[145],"benchmark":[146],"compared":[149],"conventional":[151],"Centralized":[152],"Learning.":[153],"Finally,":[154],"concrete":[156],"compelling":[157],"incentive":[158],"participate":[162],"in":[163],"such":[164],"federations":[165],"provided.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
