{"id":"https://openalex.org/W3153701871","doi":"https://doi.org/10.3233/jcm-214991","title":"Heterogeneous fairness algorithm based on federated learning in intelligent transportation system","display_name":"Heterogeneous fairness algorithm based on federated learning in intelligent transportation system","publication_year":2021,"publication_date":"2021-04-20","ids":{"openalex":"https://openalex.org/W3153701871","doi":"https://doi.org/10.3233/jcm-214991","mag":"3153701871"},"language":"en","primary_location":{"id":"doi:10.3233/jcm-214991","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jcm-214991","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"type":"article","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/A5076336707","display_name":"Yue Jiang","orcid":"https://orcid.org/0000-0001-6021-2214"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Jiang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101127949","display_name":"Gaochao Xu","orcid":"https://orcid.org/0000-0002-4450-7941"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gaochao Xu","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005745382","display_name":"Zhiyi Fang","orcid":"https://orcid.org/0000-0002-6627-5387"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyi Fang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101412609","display_name":"Shinan Song","orcid":"https://orcid.org/0000-0002-8879-8445"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shinan Song","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100375966","display_name":"Bingbing Li","orcid":"https://orcid.org/0000-0002-9224-2685"},"institutions":[{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I4400573233","display_name":"Jilin Business and Technology College","ror":"https://ror.org/00sbbhq57","country_code":null,"type":"education","lineage":["https://openalex.org/I4400573233"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingbing Li","raw_affiliation_strings":["JiLin Business and Technology College, Changchun, Jilin 130000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JiLin Business and Technology College, Changchun, Jilin 130000, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I4400573233"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101412609"],"corresponding_institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210134929"],"apc_list":null,"apc_paid":null,"fwci":0.6996,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7550287,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"21","issue":"5","first_page":"1365","last_page":"1373"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9876000285148621,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9876000285148621,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9686999917030334,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9595000147819519,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8436119556427002},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.6111540198326111},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5597977042198181},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5121862292289734},{"id":"https://openalex.org/keywords/global-positioning-system","display_name":"Global Positioning System","score":0.5012717247009277},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.48734578490257263},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.47281375527381897},{"id":"https://openalex.org/keywords/factor","display_name":"Factor (programming language)","score":0.4664337933063507},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.42459559440612793},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.4194621741771698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3726327419281006},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3483707904815674},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.14177417755126953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8436119556427002},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6111540198326111},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5597977042198181},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5121862292289734},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.5012717247009277},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.48734578490257263},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.47281375527381897},{"id":"https://openalex.org/C2781039887","wikidata":"https://www.wikidata.org/wiki/Q1391724","display_name":"Factor (programming language)","level":2,"score":0.4664337933063507},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.42459559440612793},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.4194621741771698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3726327419281006},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3483707904815674},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.14177417755126953},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jcm-214991","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jcm-214991","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1547827494","https://openalex.org/W1576520375","https://openalex.org/W1974152784","https://openalex.org/W2034328688","https://openalex.org/W2052725501","https://openalex.org/W2072255091","https://openalex.org/W2136482241","https://openalex.org/W2157017541","https://openalex.org/W2989789574","https://openalex.org/W3008233947","https://openalex.org/W3015636663","https://openalex.org/W3044463524","https://openalex.org/W3045728582","https://openalex.org/W3047584529","https://openalex.org/W3049279730","https://openalex.org/W4243563990","https://openalex.org/W4249279051","https://openalex.org/W6634442568","https://openalex.org/W6768569326"],"related_works":["https://openalex.org/W3162200841","https://openalex.org/W2586280620","https://openalex.org/W2805505483","https://openalex.org/W2384744344","https://openalex.org/W1799694159","https://openalex.org/W2393169196","https://openalex.org/W2366610330","https://openalex.org/W1550496571","https://openalex.org/W2392575350","https://openalex.org/W16835151"],"abstract_inverted_index":{"With":[0],"the":[1,4,38,56,62,68,76,81,88,97,101,109,113,120],"development":[2],"of":[3,40,112],"Intelligent":[5],"Transportation":[6],"System,":[7],"various":[8],"distributed":[9,29],"sensors":[10],"(including":[11],"GPS,":[12],"radar,":[13],"infrared":[14],"sensors)":[15],"process":[16],"massive":[17],"data":[18],"and":[19,65,118],"make":[20],"decisions":[21],"for":[22],"emergencies.":[23],"Federated":[24],"learning":[25,31,51],"is":[26,37],"a":[27,46],"new":[28],"machine":[30],"paradigm,":[32],"in":[33,105],"which":[34],"system":[35,47],"heterogeneity":[36],"difficulty":[39],"fairness":[41,78,85],"design.":[42],"This":[43],"paper":[44,107],"designs":[45],"heterogeneous":[48],"fair":[49],"federated":[50],"algorithm":[52,82,103],"(SHFF).":[53],"SHFF":[54,102],"introduces":[55],"equipment":[57,69],"influence":[58],"factor":[59],"I":[60],"into":[61],"optimization":[63],"target":[64],"dynamically":[66],"adjusts":[67],"proportion":[70],"with":[71,96],"other":[72],"performance.":[73],"By":[74],"changing":[75],"global":[77],"parameter":[79],"\u03b8,":[80],"can":[83],"control":[84],"according":[86],"to":[87],"actual":[89],"needs.":[90],"Experimental":[91],"results":[92],"show":[93],"that,":[94],"compared":[95],"popular":[98],"q-FedAvg":[99],"algorithm,":[100],"proposed":[104],"this":[106],"improves":[108],"average":[110],"accuracy":[111],"Worst":[114],"10%":[115],"by":[116,122],"26%":[117],"reduces":[119],"variance":[121],"61%.":[123]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
