{"id":"https://openalex.org/W4392826976","doi":"https://doi.org/10.1109/jiot.2024.3377221","title":"Cognitive Data Fusing for Internet of Things Based on Ensemble Learning and Federated Learning","display_name":"Cognitive Data Fusing for Internet of Things Based on Ensemble Learning and Federated Learning","publication_year":2024,"publication_date":"2024-03-14","ids":{"openalex":"https://openalex.org/W4392826976","doi":"https://doi.org/10.1109/jiot.2024.3377221"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3377221","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3377221","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5086818582","display_name":"Zhen Gao","orcid":"https://orcid.org/0000-0001-9887-1418"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhen Gao","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-9887-1418","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106457144","display_name":"Shuang Liu","orcid":"https://orcid.org/0009-0001-2044-5352"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Liu","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0009-0001-2044-5352","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100340303","display_name":"Yuqi Zhang","orcid":"https://orcid.org/0000-0001-8482-1989"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqi Zhang","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5086818582"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":1.3245,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.82398291,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"11","issue":"13","first_page":"22992","last_page":"23001"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.7599999904632568,"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/T13062","display_name":"Cognitive Computing and Networks","score":0.7599999904632568,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.6992999911308289,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6215999722480774,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.831170916557312},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5409624576568604},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4966934323310852},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4652688503265381},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4625958502292633},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4243500232696533},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4194507896900177},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22517943382263184}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.831170916557312},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5409624576568604},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4966934323310852},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4652688503265381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4625958502292633},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4243500232696533},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4194507896900177},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22517943382263184},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3377221","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3377221","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4450569846","display_name":null,"funder_award_id":"62171313","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2343204060","https://openalex.org/W2465164134","https://openalex.org/W2925250349","https://openalex.org/W2970500560","https://openalex.org/W2987147016","https://openalex.org/W3007720613","https://openalex.org/W3015860704","https://openalex.org/W3016207298","https://openalex.org/W3030565336","https://openalex.org/W3037995823","https://openalex.org/W3041192231","https://openalex.org/W3082015310","https://openalex.org/W3155371252","https://openalex.org/W3164573547","https://openalex.org/W3169048238","https://openalex.org/W3187771443","https://openalex.org/W3191454917","https://openalex.org/W3199788090","https://openalex.org/W3200063094","https://openalex.org/W3217384960","https://openalex.org/W4210968720","https://openalex.org/W4226069359","https://openalex.org/W4232478844","https://openalex.org/W4285186957","https://openalex.org/W4301184696","https://openalex.org/W4312306859","https://openalex.org/W6638523607","https://openalex.org/W6638836233","https://openalex.org/W6677103964","https://openalex.org/W6728757088","https://openalex.org/W6745499552","https://openalex.org/W6758201434"],"related_works":["https://openalex.org/W4376643315","https://openalex.org/W4324137541","https://openalex.org/W2900445707","https://openalex.org/W4285741730","https://openalex.org/W1191482210","https://openalex.org/W4285046548","https://openalex.org/W4210302090","https://openalex.org/W3092276832","https://openalex.org/W3111529524","https://openalex.org/W4375951447"],"abstract_inverted_index":{"Big":[0],"data":[1,25,49,158,190,219,243,270],"produced":[2],"by":[3,96,117,171],"Internet":[4],"of":[5,57,59,66,77,184,196,206,216,239,250],"Things":[6],"(IoT)":[7],"devices":[8],"is":[9,42,89,114,138,200],"the":[10,48,135,182,204,246],"key":[11],"drive":[12],"for":[13,19,50,155,213,236,265],"Prognostic":[14],"and":[15,36,72,75,101,127,134,153,180,186,198,208,245,252,262],"Health":[16],"Management":[17],"(PHM)":[18],"industrial":[20],"equipment":[21],"or":[22,63],"systems.":[23],"However,":[24],"are":[26],"usually":[27],"distributed":[28,108,124,156,189,217,268],"stored":[29],"in":[30,106,120,122],"many":[31],"scenarios":[32],"due":[33],"to":[34,46,92,150,167,232],"security":[35],"privacy":[37],"problems.":[38],"Federated":[39],"learning":[40,87],"(FL)":[41],"an":[43],"effective":[44,169],"solution":[45],"fuse":[47],"intelligent":[51,109],"decision.":[52],"But":[53],"FL":[54,152,185,197,233,251],"faces":[55],"risk":[56],"Denial":[58],"Service":[60],"(DoS)":[61],"attack":[62],"Single":[64],"Point":[65],"Failure":[67],"(SPOF)":[68],"problem":[69,129],"during":[70],"training":[71],"service":[73],"phases,":[74],"exchange":[76],"model":[78],"parameters":[79],"poses":[80],"heavy":[81],"network":[82,263],"traffic":[83,264],"between":[84,259],"clients.":[85],"Ensemble":[86],"(EL)":[88],"widely":[90],"used":[91],"boost":[93],"task":[94,260],"performance":[95,183,209,231,261],"combining":[97],"diverse":[98,173],"base":[99,174],"learners,":[100],"it":[102],"has":[103],"shown":[104],"promise":[105],"improving":[107],"services.":[110],"Since":[111],"a":[112,123,161,193,256],"decision":[113],"collaboratively":[115],"made":[116],"multiple":[118],"clients":[119,240],"EL":[121,154,170,187,199,225,253],"fashion,":[125],"DoS":[126],"SPOF":[128],"can":[130,228,254],"be":[131],"inherently":[132],"avoided,":[133],"deployment":[136,215],"cost":[137,207],"much":[139],"lower":[140],"than":[141],"FL.":[142],"Based":[143],"on":[144,203],"these":[145],"good":[146,257],"properties,":[147],"we":[148,165],"proposed":[149,201],"combine":[151],"IoT":[157,218,269],"fusion":[159],"with":[160,176,241],"cognitive":[162,247],"approach.":[163],"First,":[164],"propose":[166],"construct":[168],"generating":[172],"models":[175],"advanced":[177],"pruning":[178],"method,":[179],"compare":[181],"based":[188,202,226,234],"fusion.":[191,220,271],"Then":[192],"hierarchical":[194,248],"combination":[195,249],"cognition":[205],"at":[210],"each":[211],"level":[212],"efficient":[214],"Experiment":[221],"results":[222],"show":[223],"that":[224],"scheme":[227,235],"achieve":[229,255],"close":[230],"small":[237],"number":[238],"some":[242],"sharing,":[244],"tradeoff":[258],"large":[266],"scale":[267]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
