{"id":"https://openalex.org/W4295789368","doi":"https://doi.org/10.1109/jiot.2022.3206585","title":"Knowledge Sharing in AI Services: A Market-Based Approach","display_name":"Knowledge Sharing in AI Services: A Market-Based Approach","publication_year":2022,"publication_date":"2022-09-14","ids":{"openalex":"https://openalex.org/W4295789368","doi":"https://doi.org/10.1109/jiot.2022.3206585"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2022.3206585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3206585","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":true,"oa_status":"green","oa_url":"https://research.aalto.fi/en/publications/3db7d28c-3832-421e-8ba1-2444996acf56","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054183177","display_name":"Thaha Mohammed","orcid":"https://orcid.org/0000-0002-4767-4147"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Thaha Mohammed","raw_affiliation_strings":["Department of Computer Science, Aalto University, Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0002-4767-4147","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076216674","display_name":"Si\u2010Ahmed Naas","orcid":"https://orcid.org/0000-0002-4019-938X"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Si-Ahmed Naas","raw_affiliation_strings":["Department of Communications and Networking, Aalto University, Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0002-4019-938X","affiliations":[{"raw_affiliation_string":"Department of Communications and Networking, Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045150110","display_name":"Stephan Sigg","orcid":"https://orcid.org/0000-0001-6118-3355"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Stephan Sigg","raw_affiliation_strings":["Department of Communications and Networking, Aalto University, Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0001-6118-3355","affiliations":[{"raw_affiliation_string":"Department of Communications and Networking, Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050457902","display_name":"Mario Di Francesco","orcid":"https://orcid.org/0000-0003-1351-1988"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mario Di Francesco","raw_affiliation_strings":["Department of Computer Science, Aalto University, Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0003-1351-1988","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":null,"apc_paid":null,"fwci":0.8119,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.76342251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"10","issue":"2","first_page":"1320","last_page":"1331"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9979000091552734,"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":0.9979000091552734,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9951000213623047,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8486424684524536},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7383173108100891},{"id":"https://openalex.org/keywords/merge","display_name":"Merge (version control)","score":0.6678414940834045},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5910401940345764},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5314086079597473},{"id":"https://openalex.org/keywords/knowledge-sharing","display_name":"Knowledge sharing","score":0.5214356780052185},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.45781460404396057},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.45544883608818054},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.44421061873435974},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4348001480102539},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.4240327477455139},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.1614196002483368},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.15761196613311768},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.1026892364025116}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8486424684524536},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7383173108100891},{"id":"https://openalex.org/C197129107","wikidata":"https://www.wikidata.org/wiki/Q1921621","display_name":"Merge (version control)","level":2,"score":0.6678414940834045},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5910401940345764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5314086079597473},{"id":"https://openalex.org/C2776604539","wikidata":"https://www.wikidata.org/wiki/Q6423395","display_name":"Knowledge sharing","level":2,"score":0.5214356780052185},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.45781460404396057},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.45544883608818054},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.44421061873435974},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4348001480102539},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4240327477455139},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.1614196002483368},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.15761196613311768},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.1026892364025116},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jiot.2022.3206585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3206585","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"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/116845","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/3db7d28c-3832-421e-8ba1-2444996acf56","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/122111","is_oa":false,"landing_page_url":"https://aaltodoc.aalto.fi/handle/123456789/122111","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"G5 Artikkeliv\u00e4it\u00f6skirja"}],"best_oa_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/116845","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/3db7d28c-3832-421e-8ba1-2444996acf56","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2419523271","display_name":"RMIT European Doctoral Innovators (REDI) Programme","funder_award_id":"101034328","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4606287831","display_name":null,"funder_award_id":"326346","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G6970678019","display_name":null,"funder_award_id":"332307","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G7469254684","display_name":"MeXICO: Mobile Cross Reality through Immersive Computing","funder_award_id":"332307","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1689334316","https://openalex.org/W1984922849","https://openalex.org/W2051685509","https://openalex.org/W2052668145","https://openalex.org/W2071563913","https://openalex.org/W2118008360","https://openalex.org/W2138011018","https://openalex.org/W2165698076","https://openalex.org/W2290929111","https://openalex.org/W2412094331","https://openalex.org/W2508573783","https://openalex.org/W2565516711","https://openalex.org/W2805683475","https://openalex.org/W2919256442","https://openalex.org/W2962966569","https://openalex.org/W2964248614","https://openalex.org/W2989289980","https://openalex.org/W2995022099","https://openalex.org/W2998944365","https://openalex.org/W3007625939","https://openalex.org/W3047565185","https://openalex.org/W3048168663","https://openalex.org/W3082674854","https://openalex.org/W3088227996","https://openalex.org/W3094368349","https://openalex.org/W3100856635","https://openalex.org/W3109663121","https://openalex.org/W3136763764","https://openalex.org/W3156563443","https://openalex.org/W3169572353","https://openalex.org/W3170786000","https://openalex.org/W3182183387","https://openalex.org/W4213123368","https://openalex.org/W4226408066","https://openalex.org/W4250589301","https://openalex.org/W4297825594","https://openalex.org/W6648414300","https://openalex.org/W6682132143","https://openalex.org/W6683826617","https://openalex.org/W6696497002","https://openalex.org/W6728757088","https://openalex.org/W6751816907","https://openalex.org/W6753991380","https://openalex.org/W6774457817","https://openalex.org/W6775975552","https://openalex.org/W6782083561","https://openalex.org/W6798424820"],"related_works":["https://openalex.org/W4234886518","https://openalex.org/W2389591058","https://openalex.org/W2382112581","https://openalex.org/W3124036233","https://openalex.org/W4229787472","https://openalex.org/W2486541857","https://openalex.org/W2108840191","https://openalex.org/W2759366996","https://openalex.org/W2110679372","https://openalex.org/W186767603"],"abstract_inverted_index":{"Today\u2019s":[0],"deep":[1],"neural":[2],"networks":[3],"(DNNs)":[4],"are":[5],"very":[6],"accurate":[7],"when":[8],"trained":[9],"on":[10,99],"a":[11,55,91,96,126,161],"large":[12],"amount":[13],"of":[14,44,53,69,83,193],"data.":[15],"However,":[16],"suitable":[17],"input":[18],"might":[19],"not":[20],"be":[21],"available":[22],"or":[23,47],"may":[24],"require":[25],"extensive":[26,156],"data":[27],"collection.":[28],"Data":[29],"sharing":[30,56,63,85],"is":[31,40,102,122,143,158,173],"one":[32],"option":[33],"to":[34,49,124,130,146,186],"address":[35],"these":[36],"issues,":[37],"but":[38],"it":[39,79],"generally":[41],"impractical":[42],"because":[43],"privacy":[45],"concerns":[46],"due":[48],"the":[50,67,81,110,151,170,187,191],"problematic":[51],"process":[52],"finding":[54],"agreement.":[57],"Instead,":[58],"this":[59],"work":[60],"considers":[61],"knowledge":[62,84,106,149],"by":[64,89],"first":[65],"exchanging":[66,116],"weights":[68],"pretrained":[70],"DNNs":[71],"and":[72,129,175],"then":[73],"applying":[74],"transfer":[75],"learning":[76],"(TL).":[77],"Specifically,":[78],"addresses":[80],"economics":[82],"in":[86,112,160],"AI":[87],"services":[88],"taking":[90],"market-based":[92],"approach.":[93],"In":[94],"detail,":[95],"model":[97],"based":[98],"Fisher\u2019s":[100],"market":[101,127],"devised":[103],"for":[104,140],"optimal":[105],"sharing,":[107],"defined":[108],"as":[109],"gain":[111],"inference":[113,183],"accuracy":[114,184],"from":[115],"DNN":[117],"weights.":[118],"The":[119,165],"proposed":[120,171],"approach":[121],"shown":[123],"reach":[125],"equilibrium":[128],"satisfy":[131],"important":[132],"economic":[133],"properties,":[134],"including":[135],"Pareto":[136],"optimality.":[137],"A":[138],"technique":[139],"weight":[141,177],"fusion":[142,178],"also":[144],"introduced":[145],"merge":[147],"acquired":[148],"with":[150,179],"existing":[152],"one.":[153],"Finally,":[154],"an":[155],"evaluation":[157],"conducted":[159],"distributed":[162],"intelligence":[163],"scenario.":[164],"obtained":[166],"results":[167],"show":[168],"that":[169,176],"solution":[172],"efficient":[174],"TL":[180],"significantly":[181],"increases":[182],"compared":[185],"original":[188],"DNN,":[189],"without":[190],"overhead":[192],"federated":[194],"learning.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
