{"id":"https://openalex.org/W4402775751","doi":"https://doi.org/10.1109/tce.2024.3461849","title":"AdaFedProx: A Heterogeneity-Aware Federated Deep Reinforcement Learning for Medical Image Classification","display_name":"AdaFedProx: A Heterogeneity-Aware Federated Deep Reinforcement Learning for Medical Image Classification","publication_year":2024,"publication_date":"2024-09-16","ids":{"openalex":"https://openalex.org/W4402775751","doi":"https://doi.org/10.1109/tce.2024.3461849"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2024.3461849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2024.3461849","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","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/A5028037783","display_name":"Pranab Sahoo","orcid":"https://orcid.org/0000-0002-0784-1908"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Pranab Sahoo","raw_affiliation_strings":["Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","Computer Science and Engineering Department. Indian Institute of Technology Patna, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","institution_ids":["https://openalex.org/I132153292"]},{"raw_affiliation_string":"Computer Science and Engineering Department. Indian Institute of Technology Patna, India","institution_ids":["https://openalex.org/I132153292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101491855","display_name":"Ashutosh Tripathi","orcid":"https://orcid.org/0000-0003-3117-6722"},"institutions":[{"id":"https://openalex.org/I98210582","display_name":"Rajiv Gandhi Institute of Petroleum Technology","ror":"https://ror.org/00n7swc17","country_code":"IN","type":"education","lineage":["https://openalex.org/I98210582"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ashutosh Tripathi","raw_affiliation_strings":["Electrical and Electronics Engineering Department, Rajiv Gandhi Institute of Petroleum Technology, Jais, India","Electrical and Electronics Engineering Department of the Rajiv Gandhi Institute of Petroleum Technology, India"],"affiliations":[{"raw_affiliation_string":"Electrical and Electronics Engineering Department, Rajiv Gandhi Institute of Petroleum Technology, Jais, India","institution_ids":["https://openalex.org/I98210582"]},{"raw_affiliation_string":"Electrical and Electronics Engineering Department of the Rajiv Gandhi Institute of Petroleum Technology, India","institution_ids":["https://openalex.org/I98210582"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025979359","display_name":"Sriparna Saha","orcid":"https://orcid.org/0000-0001-5494-9391"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sriparna Saha","raw_affiliation_strings":["Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","Computer Science and Engineering Department, Indian Institute of Technology, Patna, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","institution_ids":["https://openalex.org/I132153292"]},{"raw_affiliation_string":"Computer Science and Engineering Department, Indian Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I132153292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088675403","display_name":"Samrat Mondal","orcid":"https://orcid.org/0000-0002-2159-3410"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Samrat Mondal","raw_affiliation_strings":["Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","Computer Science and Engineering Department, Indian Institute of Technology, Patna, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, Indian Institute of Technology Patna, Patna, India","institution_ids":["https://openalex.org/I132153292"]},{"raw_affiliation_string":"Computer Science and Engineering Department, Indian Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I132153292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035277232","display_name":"Jyoti Prakash Singh","orcid":"https://orcid.org/0000-0002-3742-7484"},"institutions":[{"id":"https://openalex.org/I11793825","display_name":"National Institute of Technology Patna","ror":"https://ror.org/056wyhh33","country_code":"IN","type":"education","lineage":["https://openalex.org/I11793825","https://openalex.org/I4210152752"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jyoti Prakash Singh","raw_affiliation_strings":["Computer Science and Engineering Department, National Institute of Technology Patna, Patna, India","Computer Science and Engineering Department, National Institute of Technology, Patna, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, National Institute of Technology Patna, Patna, India","institution_ids":["https://openalex.org/I11793825"]},{"raw_affiliation_string":"Computer Science and Engineering Department, National Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I11793825"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057555412","display_name":"Bhisham Sharma","orcid":null},"institutions":[{"id":"https://openalex.org/I74319210","display_name":"Chitkara University","ror":"https://ror.org/057d6z539","country_code":"IN","type":"education","lineage":["https://openalex.org/I74319210"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bhisham Sharma","raw_affiliation_strings":["Centre of Research Impact and Outcome, Chitkara University, Rajpura, India","Centre of Research Impact and Outcome, Chitkara University, Rajpura, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Centre of Research Impact and Outcome, Chitkara University, Rajpura, India","institution_ids":["https://openalex.org/I74319210"]},{"raw_affiliation_string":"Centre of Research Impact and Outcome, Chitkara University, Rajpura, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5028037783"],"corresponding_institution_ids":["https://openalex.org/I132153292"],"apc_list":null,"apc_paid":null,"fwci":1.7376,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87112088,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"71","issue":"1","first_page":"1432","last_page":"1441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9599999785423279,"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":0.9599999785423279,"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":0.7016565799713135},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6648068428039551},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5698696970939636},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5387557148933411},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.414092481136322},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3758290410041809},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3673875331878662},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34055930376052856}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7016565799713135},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6648068428039551},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5698696970939636},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5387557148933411},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.414092481136322},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3758290410041809},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3673875331878662},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34055930376052856}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2024.3461849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2024.3461849","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","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":37,"referenced_works":["https://openalex.org/W1969496006","https://openalex.org/W2148143831","https://openalex.org/W2759474193","https://openalex.org/W2892046320","https://openalex.org/W2932083555","https://openalex.org/W2963446712","https://openalex.org/W2963691377","https://openalex.org/W3047304572","https://openalex.org/W3086039674","https://openalex.org/W3138795569","https://openalex.org/W3162353295","https://openalex.org/W3169313989","https://openalex.org/W3170790803","https://openalex.org/W3204874618","https://openalex.org/W3215484246","https://openalex.org/W3216543548","https://openalex.org/W3217644914","https://openalex.org/W4226129051","https://openalex.org/W4280619489","https://openalex.org/W4320009717","https://openalex.org/W4323644292","https://openalex.org/W4365802471","https://openalex.org/W4378977253","https://openalex.org/W4385813834","https://openalex.org/W4387068110","https://openalex.org/W4387211769","https://openalex.org/W4388069771","https://openalex.org/W4388505127","https://openalex.org/W4389001715","https://openalex.org/W4403071119","https://openalex.org/W6637967152","https://openalex.org/W6728757088","https://openalex.org/W6746693533","https://openalex.org/W6759238902","https://openalex.org/W6781318954","https://openalex.org/W6785175213","https://openalex.org/W6789305514"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2031695474","https://openalex.org/W2024136090","https://openalex.org/W2586732548","https://openalex.org/W3049728571","https://openalex.org/W4380075502","https://openalex.org/W2795259429"],"abstract_inverted_index":{"In":[0],"the":[1,119,137,150,176],"realm":[2],"of":[3,8],"smart":[4],"healthcare,":[5],"vast":[6],"amounts":[7],"valuable":[9],"patient":[10,43],"data":[11,21,49,82,162],"are":[12],"generated":[13],"worldwide.":[14],"However,":[15,65],"healthcare":[16],"providers":[17],"face":[18],"challenges":[19,69,102],"in":[20,54,74,80,103,145],"sharing":[22],"due":[23],"to":[24,42,117,140,171],"privacy":[25],"concerns.":[26],"Federated":[27],"learning":[28,113],"(FL)":[29],"offers":[30],"a":[31,55,109,127,132],"privacy-preserving":[32],"solution":[33],"by":[34],"enabling":[35],"collaborative":[36],"model":[37,58],"training":[38,67],"without":[39],"direct":[40],"access":[41],"data.":[44],"This":[45,106],"decentralized":[46],"approach":[47,114],"utilizes":[48,126],"from":[50,123],"diverse":[51,190],"sources,":[52],"resulting":[53,122],"globally":[56],"learned":[57],"with":[59],"satisfactory":[60],"performance":[61,96,120,167],"across":[62,189],"individual":[63,155],"sites.":[64],"federated":[66,112,177],"encounters":[68],"such":[70],"as":[71],"\u201csystem":[72],"heterogeneity\u201d":[73,79],"client":[75,143,156],"specifications":[76],"and":[77,89,166,195],"\u201cdata":[78],"imbalanced":[81],"distribution.":[83],"Standard":[84],"FL":[85],"methods":[86,184],"become":[87],"unstable":[88],"require":[90],"extensive":[91],"hyperparameter":[92],"tuning":[93],"for":[94],"optimal":[95],"when":[97],"facing":[98],"heterogeneous":[99,146],"clients,":[100],"posing":[101],"real-world":[104],"applications.":[105],"research":[107],"introduces":[108],"novel":[110],"heterogeneity-aware":[111],"named":[115],"AdaFedProx":[116,125,170,179],"address":[118],"degradation":[121],"heterogeneity.":[124],"reinforcement":[128],"learning-driven":[129],"strategy,":[130],"introducing":[131],"tailored":[133],"proximal":[134,151],"term":[135,152],"into":[136],"objective":[138],"function":[139],"incorporate":[141],"partial":[142],"information":[144],"settings.":[147],"Dynamically":[148],"determining":[149],"based":[153],"on":[154,185],"states,":[157],"including":[158],"critical":[159],"characteristics":[160],"like":[161],"distribution,":[163],"system":[164],"specification,":[165],"feedback,":[168],"empowers":[169],"make":[172],"regularized":[173],"decisions":[174],"throughout":[175],"training.":[178],"consistently":[180],"outperforms":[181],"four":[182],"state-of-the-art":[183],"three":[186],"medical":[187],"datasets":[188],"heterogeneity":[191],"settings":[192],"(0%,":[193],"50%,":[194],"75%":[196],"straggler).":[197],"The":[198],"code":[199],"can":[200],"be":[201],"found":[202],"at":[203],"<uri":[204],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[205],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/Pranabiitp/AdaFedProx</uri>.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}