{"id":"https://openalex.org/W4309675589","doi":"https://doi.org/10.1109/kse56063.2022.9953790","title":"Federated Learning for Air Quality Index Prediction: An Overview","display_name":"Federated Learning for Air Quality Index Prediction: An Overview","publication_year":2022,"publication_date":"2022-10-19","ids":{"openalex":"https://openalex.org/W4309675589","doi":"https://doi.org/10.1109/kse56063.2022.9953790"},"language":"en","primary_location":{"id":"doi:10.1109/kse56063.2022.9953790","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kse56063.2022.9953790","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on Knowledge and Systems Engineering (KSE)","raw_type":"proceedings-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/A5048550306","display_name":"Duy-Dong Le","orcid":"https://orcid.org/0000-0001-7987-6627"},"institutions":[{"id":"https://openalex.org/I181727666","display_name":"University of Economics Ho Chi Minh City","ror":"https://ror.org/010yce376","country_code":"VN","type":"education","lineage":["https://openalex.org/I181727666"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Duy-Dong Le","raw_affiliation_strings":["UEH Vinh Long Campus University of Economic Ho Chi Minh,Ho Chi Minh,Vietnam","UEH Vinh Long Campus University of Economic Ho Chi Minh, Ho Chi Minh, Vietnam"],"affiliations":[{"raw_affiliation_string":"UEH Vinh Long Campus University of Economic Ho Chi Minh,Ho Chi Minh,Vietnam","institution_ids":["https://openalex.org/I181727666"]},{"raw_affiliation_string":"UEH Vinh Long Campus University of Economic Ho Chi Minh, Ho Chi Minh, Vietnam","institution_ids":["https://openalex.org/I181727666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028665472","display_name":"Tran Anh Khoa","orcid":"https://orcid.org/0000-0003-4649-8417"},"institutions":[{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anh-Khoa Tran","raw_affiliation_strings":["Big Data Integration Research Centers NICT,Tokyo,Japan","Big Data Integration Research Centers NICT, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Big Data Integration Research Centers NICT,Tokyo,Japan","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Big Data Integration Research Centers NICT, Tokyo, Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023083273","display_name":"Minh-Son Dao","orcid":"https://orcid.org/0000-0003-3044-8175"},"institutions":[{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minh-Son Dao","raw_affiliation_strings":["Big Data Integration Research Centers NICT,Tokyo,Japan","Big Data Integration Research Centers NICT, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Big Data Integration Research Centers NICT,Tokyo,Japan","institution_ids":["https://openalex.org/I4210096250"]},{"raw_affiliation_string":"Big Data Integration Research Centers NICT, Tokyo, Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087218890","display_name":"Mohamed Saleem Haja Nazmudeen","orcid":"https://orcid.org/0000-0002-3518-807X"},"institutions":[{"id":"https://openalex.org/I200859690","display_name":"Universiti Teknologi Brunei","ror":"https://ror.org/004y7f915","country_code":"BN","type":"education","lineage":["https://openalex.org/I200859690"]}],"countries":["BN"],"is_corresponding":false,"raw_author_name":"Mohamed Saleem Haja Nazmudeen","raw_affiliation_strings":["UTB School of Business Universiti Teknologi Brunei,Bandar Seri Begawan,Brunei","UTB School of Business Universiti Teknologi Brunei, Bandar Seri Begawan, Brunei"],"affiliations":[{"raw_affiliation_string":"UTB School of Business Universiti Teknologi Brunei,Bandar Seri Begawan,Brunei","institution_ids":["https://openalex.org/I200859690"]},{"raw_affiliation_string":"UTB School of Business Universiti Teknologi Brunei, Bandar Seri Begawan, Brunei","institution_ids":["https://openalex.org/I200859690"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047588289","display_name":"Viet-Tiep Mai","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155035","display_name":"Academy of Cryptography Techniques","ror":"https://ror.org/05nfbnp91","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210155035"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Viet-Tiep Mai","raw_affiliation_strings":["Academy of Cryptography Techniques,Ho Chi Minh,Vietnam","Academy of Cryptography Techniques, Ho Chi Minh, Vietnam"],"affiliations":[{"raw_affiliation_string":"Academy of Cryptography Techniques,Ho Chi Minh,Vietnam","institution_ids":["https://openalex.org/I4210155035"]},{"raw_affiliation_string":"Academy of Cryptography Techniques, Ho Chi Minh, Vietnam","institution_ids":["https://openalex.org/I4210155035"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091103514","display_name":"Nhat-Ha Su","orcid":null},"institutions":[{"id":"https://openalex.org/I109689652","display_name":"FPT University","ror":"https://ror.org/03esj4g97","country_code":"VN","type":"education","lineage":["https://openalex.org/I109689652"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nhat-Ha Su","raw_affiliation_strings":["FPT University,Ho Chi Minh,Vietnam","FPT University, Ho Chi Minh, Vietnam"],"affiliations":[{"raw_affiliation_string":"FPT University,Ho Chi Minh,Vietnam","institution_ids":["https://openalex.org/I109689652"]},{"raw_affiliation_string":"FPT University, Ho Chi Minh, Vietnam","institution_ids":["https://openalex.org/I109689652"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5048550306"],"corresponding_institution_ids":["https://openalex.org/I181727666"],"apc_list":null,"apc_paid":null,"fwci":0.5109,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.5900972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/scope","display_name":"Scope (computer science)","score":0.7058078050613403},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6971985697746277},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.5925710201263428},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5905274152755737},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5862106084823608},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5628702640533447},{"id":"https://openalex.org/keywords/air-quality-index","display_name":"Air quality index","score":0.5352312922477722},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.5257095694541931},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5186699628829956},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.46612074971199036},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.43249380588531494},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38323819637298584},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2181137502193451}],"concepts":[{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.7058078050613403},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6971985697746277},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.5925710201263428},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5905274152755737},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5862106084823608},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5628702640533447},{"id":"https://openalex.org/C126314574","wikidata":"https://www.wikidata.org/wiki/Q2364111","display_name":"Air quality index","level":2,"score":0.5352312922477722},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.5257095694541931},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5186699628829956},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.46612074971199036},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.43249380588531494},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38323819637298584},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2181137502193451},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/kse56063.2022.9953790","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kse56063.2022.9953790","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on Knowledge and Systems Engineering (KSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W1966188114","https://openalex.org/W1997829466","https://openalex.org/W2008845112","https://openalex.org/W2012922494","https://openalex.org/W2057618554","https://openalex.org/W2084003102","https://openalex.org/W2110309989","https://openalex.org/W2167667183","https://openalex.org/W2282992258","https://openalex.org/W2760506659","https://openalex.org/W2790294795","https://openalex.org/W2799476458","https://openalex.org/W2801646903","https://openalex.org/W2803892188","https://openalex.org/W2809533013","https://openalex.org/W2812669263","https://openalex.org/W2823724833","https://openalex.org/W2890156630","https://openalex.org/W2896122263","https://openalex.org/W2898461917","https://openalex.org/W2911976050","https://openalex.org/W2938902291","https://openalex.org/W2945996667","https://openalex.org/W2950012677","https://openalex.org/W2955624416","https://openalex.org/W2963739526","https://openalex.org/W2968295315","https://openalex.org/W2973369637","https://openalex.org/W2982277720","https://openalex.org/W2990792561","https://openalex.org/W2995022099","https://openalex.org/W3012085702","https://openalex.org/W3012391712","https://openalex.org/W3012501605","https://openalex.org/W3015636663","https://openalex.org/W3021654819","https://openalex.org/W3044274646","https://openalex.org/W3083243855","https://openalex.org/W3083472790","https://openalex.org/W3083561918","https://openalex.org/W3085363137","https://openalex.org/W3086590218","https://openalex.org/W3097060730","https://openalex.org/W3102483098","https://openalex.org/W3109735136","https://openalex.org/W3117573952","https://openalex.org/W3154117064","https://openalex.org/W3154569184","https://openalex.org/W3155912831","https://openalex.org/W3159080474","https://openalex.org/W3165356482","https://openalex.org/W3175230208","https://openalex.org/W3179381670","https://openalex.org/W3199514852","https://openalex.org/W3209696639","https://openalex.org/W3212962440","https://openalex.org/W4200026345","https://openalex.org/W4205094368","https://openalex.org/W4205155256","https://openalex.org/W4206352836","https://openalex.org/W4206928648","https://openalex.org/W4206936477","https://openalex.org/W4210480363","https://openalex.org/W4213032785","https://openalex.org/W4282924988","https://openalex.org/W4283367167","https://openalex.org/W4283520319","https://openalex.org/W4300427714","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6738383168","https://openalex.org/W6751402882","https://openalex.org/W6754290069","https://openalex.org/W6754708055","https://openalex.org/W6758404275","https://openalex.org/W6762486116","https://openalex.org/W6766132927","https://openalex.org/W6774512221","https://openalex.org/W6808541137","https://openalex.org/W6839106269"],"related_works":["https://openalex.org/W4241523039","https://openalex.org/W2360028903","https://openalex.org/W4280543773","https://openalex.org/W178231042","https://openalex.org/W2366083136","https://openalex.org/W2387622493","https://openalex.org/W1932132538","https://openalex.org/W2357832196","https://openalex.org/W1566252468","https://openalex.org/W4200375594"],"abstract_inverted_index":{"The":[0],"air":[1,39,123],"quality":[2,40,124],"index":[3,125],"forecast":[4],"in":[5,13,68,105,138],"big":[6],"cities":[7,15],"is":[8,114],"an":[9],"exciting":[10],"study":[11],"area":[12],"smart":[14],"and":[16,32,59,78,108],"healthcare":[17],"on":[18,51,55,89],"the":[19,94,115,122,139],"Internet":[20],"of":[21,29,47,65],"Things.":[22],"In":[23],"recent":[24],"years,":[25],"a":[26,56,82],"large":[27],"number":[28],"empirical,":[30],"academic,":[31],"review":[33],"papers":[34,104],"using":[35],"machine":[36],"learning":[37,67,113],"for":[38,93],"analysis":[41],"have":[42,98],"been":[43,62],"published.":[44],"However,":[45],"most":[46,116],"those":[48],"studies":[49],"focused":[50],"traditional":[52],"centralized":[53],"processing":[54],"single":[57],"machine,":[58],"there":[60],"had":[61],"few":[63],"surveys":[64],"federated":[66,112],"this":[69,76,90,106,129],"field.":[70],"This":[71],"overview":[72],"aims":[73],"to":[74,85,132],"fill":[75],"gap":[77],"provide":[79],"newcomers":[80],"with":[81],"broader":[83],"perspective":[84],"inform":[86],"future":[87],"research":[88],"topic,":[91],"especially":[92],"multi-model":[95,111],"approach.":[96],"We":[97],"examined":[99],"over":[100],"70":[101],"carefully":[102],"selected":[103],"scope":[107],"discovered":[109],"that":[110,119],"effective":[117],"technique":[118],"could":[120],"enhance":[121],"prediction":[126],"result.":[127],"Therefore,":[128],"mechanism":[130],"needs":[131],"be":[133],"considered":[134],"by":[135],"science":[136],"community":[137],"coming":[140],"years.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}