{"id":"https://openalex.org/W4214867020","doi":"https://doi.org/10.1109/icaiic54071.2022.9722649","title":"A federated binarized neural network model for constrained devices in IoT healthcare services","display_name":"A federated binarized neural network model for constrained devices in IoT healthcare services","publication_year":2022,"publication_date":"2022-02-21","ids":{"openalex":"https://openalex.org/W4214867020","doi":"https://doi.org/10.1109/icaiic54071.2022.9722649"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic54071.2022.9722649","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic54071.2022.9722649","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5026349968","display_name":"Hyeontaek Oh","orcid":"https://orcid.org/0000-0003-0722-0762"},"institutions":[{"id":"https://openalex.org/I878022262","display_name":"Korea Institute of Science & Technology Information","ror":"https://ror.org/01k4yrm29","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I878022262"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyeontaek Oh","raw_affiliation_strings":["KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141"],"affiliations":[{"raw_affiliation_string":"KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141","institution_ids":["https://openalex.org/I878022262","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101783265","display_name":"Jongmin Yu","orcid":"https://orcid.org/0000-0002-0718-9948"},"institutions":[{"id":"https://openalex.org/I878022262","display_name":"Korea Institute of Science & Technology Information","ror":"https://ror.org/01k4yrm29","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I878022262"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jongmin Yu","raw_affiliation_strings":["KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141"],"affiliations":[{"raw_affiliation_string":"KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141","institution_ids":["https://openalex.org/I878022262","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007268142","display_name":"Nakyoung Kim","orcid":"https://orcid.org/0000-0002-0002-8244"},"institutions":[{"id":"https://openalex.org/I878022262","display_name":"Korea Institute of Science & Technology Information","ror":"https://ror.org/01k4yrm29","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I878022262"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Nakyoung Kim","raw_affiliation_strings":["KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141"],"affiliations":[{"raw_affiliation_string":"KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141","institution_ids":["https://openalex.org/I878022262","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081465246","display_name":"Dongyeong Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I878022262","display_name":"Korea Institute of Science & Technology Information","ror":"https://ror.org/01k4yrm29","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I878022262"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongyeong Kim","raw_affiliation_strings":["KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141"],"affiliations":[{"raw_affiliation_string":"KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141","institution_ids":["https://openalex.org/I878022262","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101504658","display_name":"Jangwon Lee","orcid":"https://orcid.org/0000-0002-7827-9051"},"institutions":[{"id":"https://openalex.org/I878022262","display_name":"Korea Institute of Science & Technology Information","ror":"https://ror.org/01k4yrm29","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I878022262"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jangwon Lee","raw_affiliation_strings":["KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141"],"affiliations":[{"raw_affiliation_string":"KAIST,Institute for Information Technology Convergence,Daejeon,Rep. of Korea,34141","institution_ids":["https://openalex.org/I878022262","https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114860745","display_name":"Jinhong Yang","orcid":"https://orcid.org/0000-0002-7756-0263"},"institutions":[{"id":"https://openalex.org/I104338594","display_name":"Inje University","ror":"https://ror.org/04xqwq985","country_code":"KR","type":"education","lineage":["https://openalex.org/I104338594"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinhong Yang","raw_affiliation_strings":["Inje University,Department of Healthcare Information Technology,Gimhae,Rep. of Korea,50834"],"affiliations":[{"raw_affiliation_string":"Inje University,Department of Healthcare Information Technology,Gimhae,Rep. of Korea,50834","institution_ids":["https://openalex.org/I104338594"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026349968"],"corresponding_institution_ids":["https://openalex.org/I157485424","https://openalex.org/I878022262"],"apc_list":null,"apc_paid":null,"fwci":0.1326,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49283686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"241","last_page":"245"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9965000152587891,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.837716817855835},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6702321171760559},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.586111307144165},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5314888954162598},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4776809811592102},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.44836777448654175},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4405914843082428},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.43997621536254883},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.410921573638916},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38467127084732056},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33991193771362305},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.21108010411262512},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1566241979598999}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.837716817855835},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6702321171760559},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.586111307144165},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5314888954162598},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4776809811592102},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.44836777448654175},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4405914843082428},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.43997621536254883},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.410921573638916},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38467127084732056},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33991193771362305},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.21108010411262512},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1566241979598999},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic54071.2022.9722649","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic54071.2022.9722649","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.49000000953674316}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322064","display_name":"Korea Institute for Advancement of Technology","ror":"https://ror.org/015w1qa96"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2260663238","https://openalex.org/W2809714378","https://openalex.org/W2952797486","https://openalex.org/W2962814013","https://openalex.org/W2999093589","https://openalex.org/W3008515144","https://openalex.org/W3012501605","https://openalex.org/W3018464563","https://openalex.org/W3047691788","https://openalex.org/W3086590218","https://openalex.org/W3098486933","https://openalex.org/W3100779497","https://openalex.org/W3111512201","https://openalex.org/W3155912831","https://openalex.org/W3156032009","https://openalex.org/W3159080474","https://openalex.org/W3176978919","https://openalex.org/W3182125009","https://openalex.org/W3213854814","https://openalex.org/W3215141990","https://openalex.org/W4295262505","https://openalex.org/W4318619660","https://openalex.org/W6692521979","https://openalex.org/W6693397755","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W4298221930","https://openalex.org/W2777914285","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W3172436983","https://openalex.org/W4388282301","https://openalex.org/W4385625427"],"abstract_inverted_index":{"In":[0,98],"IoT":[1,95],"healthcare":[2,79,96],"environment,":[3],"the":[4,20,106,112,127,136,141],"devices":[5,21,32],"are":[6,22,27],"not":[7],"sufficiently":[8],"powerful":[9],"for":[10,150],"operating":[11],"recent":[12],"deep":[13,63],"learning":[14,43,64,109],"models,":[15],"and":[16,51],"data":[17,26,48],"collected":[18],"by":[19,117],"usually":[23],"decentralized.":[24],"Moreover,":[25],"unavailable":[28],"to":[29,46,60,75,135],"share":[30],"between":[31],"because":[33],"of":[34,41,54,89,104],"information":[35],"security":[36],"issues.":[37],"Therefore,":[38],"a":[39,52,69,77],"concept":[40,53],"federated":[42,70,108],"has":[44,58],"emerged":[45,59],"overcome":[47],"sharing":[49],"issues,":[50],"binarized":[55,71,114,128,142],"neural":[56,72],"network":[57,73,130,139],"generate":[61],"lightweight":[62],"models.":[65],"This":[66,84],"paper":[67,85,101],"proposes":[68],"model":[74,92,110,148],"derive":[76],"reliable":[78],"system":[80,91],"in":[81],"this":[82,100],"circumstance.":[83],"shows":[86,102,131],"an":[87,119],"overview":[88],"considered":[90],"with":[93,111],"constrained":[94],"devices.":[97],"addition,":[99],"illustrations":[103],"implementing":[105],"proposed":[107,113],"MLP":[115,129,138,143],"networks":[116],"utilizing":[118],"open-source":[120],"library.":[121],"The":[122],"experiment":[123],"results":[124],"show":[125],"that":[126],"comparable":[132],"performances":[133],"compared":[134],"full-precision":[137],"while":[140],"requires":[144],"about":[145],"10-times":[146],"less":[147],"size":[149],"training.":[151]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
