{"id":"https://openalex.org/W4403996974","doi":"https://doi.org/10.1145/3702995","title":"Federated Learning-Based Anomaly Detection with Isolation Forest in the IoT-Edge Continuum","display_name":"Federated Learning-Based Anomaly Detection with Isolation Forest in the IoT-Edge Continuum","publication_year":2024,"publication_date":"2024-11-02","ids":{"openalex":"https://openalex.org/W4403996974","doi":"https://doi.org/10.1145/3702995"},"language":"en","primary_location":{"id":"doi:10.1145/3702995","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3702995","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3702995","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3702995","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003553958","display_name":"Haolong Xiang","orcid":"https://orcid.org/0000-0003-4565-8829"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haolong Xiang","raw_affiliation_strings":["Nanjing University of Information Science and Technology, Nanjing, China","Nanjing University of Information Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-4565-8829","affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"Nanjing University of Information Science and Technology, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076120553","display_name":"Xuyun Zhang","orcid":"https://orcid.org/0000-0001-7353-4159"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xuyun Zhang","raw_affiliation_strings":["Macquarie University, Sydney, Australia","Macquarie University, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7353-4159","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Macquarie University, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007818509","display_name":"Xiaolong Xu","orcid":"https://orcid.org/0000-0003-4879-9803"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Xu","raw_affiliation_strings":["Nanjing University of Information Science and Technology, Nanjing, China","Nanjing University of Information Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-4879-9803","affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"Nanjing University of Information Science and Technology, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056293251","display_name":"Amin Beheshti","orcid":"https://orcid.org/0000-0002-5988-5494"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amin Beheshti","raw_affiliation_strings":["Macquarie University, Sydney, Australia","Macquarie University, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5988-5494","affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Macquarie University, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006514077","display_name":"Lianyong Qi","orcid":"https://orcid.org/0000-0001-9875-9856"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianyong Qi","raw_affiliation_strings":["China University of Petroleum (East China), Qingdao, China","China University of Petroleum (East China), China"],"raw_orcid":"https://orcid.org/0000-0001-9875-9856","affiliations":[{"raw_affiliation_string":"China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"China University of Petroleum (East China), China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101573387","display_name":"Yujie Hong","orcid":"https://orcid.org/0000-0002-7536-6547"},"institutions":[{"id":"https://openalex.org/I917184967","display_name":"Bank of China","ror":"https://ror.org/02mt4s337","country_code":"CN","type":"other","lineage":["https://openalex.org/I917184967"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Hong","raw_affiliation_strings":["China Merchants Bank, Shenzhen, China","China Merchants Bank Sydney Branch, China"],"raw_orcid":"https://orcid.org/0000-0002-7536-6547","affiliations":[{"raw_affiliation_string":"China Merchants Bank, Shenzhen, China","institution_ids":[]},{"raw_affiliation_string":"China Merchants Bank Sydney Branch, China","institution_ids":["https://openalex.org/I917184967"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038791483","display_name":"Wanchun Dou","orcid":"https://orcid.org/0000-0003-4833-2023"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanchun Dou","raw_affiliation_strings":["Nanjing University, Nanjing, China","Nanjing University, China"],"raw_orcid":"https://orcid.org/0000-0003-4833-2023","affiliations":[{"raw_affiliation_string":"Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.0996,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.9830334,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"22","issue":"1","first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"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":0.9994999766349792,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8519516587257385},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.776579737663269},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.574558675289154},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.553420901298523},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.5195620059967041},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.4243439733982086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3842287063598633},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37703564763069153},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.363284170627594},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2970004081726074}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8519516587257385},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.776579737663269},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.574558675289154},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.553420901298523},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.5195620059967041},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4243439733982086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3842287063598633},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37703564763069153},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.363284170627594},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2970004081726074},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3702995","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3702995","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3702995","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3702995","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3702995","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3702995","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8393543076","display_name":null,"funder_award_id":"92267104 and 62372242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403996974.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W2122646361","https://openalex.org/W2162006472","https://openalex.org/W2626914210","https://openalex.org/W2766827306","https://openalex.org/W2890707978","https://openalex.org/W2893933380","https://openalex.org/W2908941882","https://openalex.org/W2969558640","https://openalex.org/W2994688391","https://openalex.org/W3015636663","https://openalex.org/W3016632787","https://openalex.org/W3086579950","https://openalex.org/W3086809868","https://openalex.org/W3123459983","https://openalex.org/W3157680283","https://openalex.org/W3193988822","https://openalex.org/W3196650078","https://openalex.org/W4226060502","https://openalex.org/W4255288782","https://openalex.org/W4281865016","https://openalex.org/W4290471671","https://openalex.org/W4312433903","https://openalex.org/W4315629833","https://openalex.org/W4367016885","https://openalex.org/W6839719062"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"Traditional":[0],"methods":[1],"for":[2,25,74],"ensuring":[3,157],"security":[4,49],"and":[5,45,50,88,92,102,116,154,160],"privacy":[6,51,115,159],"face":[7],"challenges":[8],"in":[9,156],"safeguarding":[10],"multimedia":[11,125,134],"data":[12,48,86,93,114,158],"within":[13],"the":[14,35,69,75,122,136,144],"IoT-edge":[15,76],"continuum,":[16],"as":[17],"their":[18],"significant":[19],"computational":[20,118],"demands":[21],"render":[22],"them":[23],"unsuitable":[24],"IoT":[26,111],"devices":[27],"with":[28,68],"limited":[29],"resources.":[30],"Next,":[31],"we":[32,56],"find":[33],"that":[34,64],"federated":[36,66],"learning":[37,67],"techique":[38],"can":[39],"naturally":[40],"adapt":[41],"to":[42,95],"edge":[43,103],"frameworks":[44],"provide":[46],"effective":[47],"protection.":[52],"In":[53],"this":[54],"article,":[55],"propose":[57],"FLiForest,":[58],"an":[59,97],"innovative":[60],"anomaly":[61,146],"detection":[62,147,152],"approach":[63],"integrates":[65],"isolation":[70,98],"forest":[71,99],"algorithm,":[72],"tailored":[73],"continuum.":[77],"Specifically,":[78],"our":[79,139],"method":[80,140],"designs":[81],"a":[82,131],"three-stage":[83],"process,":[84],"including":[85],"collection":[87],"sampling,":[89],"model":[90,108],"training,":[91],"testing,":[94],"joint-train":[96],"among":[100],"clients":[101],"servers.":[104],"FLiForest":[105],"facilitates":[106],"decentralized":[107],"training":[109],"across":[110],"devices,":[112],"enhancing":[113],"reducing":[117],"burden,":[119],"without":[120],"necessitating":[121],"exchange":[123],"of":[124,133,138],"data.":[126],"Through":[127],"extensive":[128],"experiments":[129],"on":[130],"variety":[132],"datasets,":[135],"efficacy":[137],"is":[141],"benchmarked":[142],"against":[143],"state-of-the-art":[145],"methods,":[148],"showcasing":[149],"its":[150],"superior":[151],"accuracy":[153],"robustness":[155],"security.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":28}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
