{"id":"https://openalex.org/W2998582260","doi":"https://doi.org/10.1109/iciot48696.2020.9089457","title":"On Sharing Models Instead of Data using Mimic learning for Smart Health Applications","display_name":"On Sharing Models Instead of Data using Mimic learning for Smart Health Applications","publication_year":2020,"publication_date":"2020-02-01","ids":{"openalex":"https://openalex.org/W2998582260","doi":"https://doi.org/10.1109/iciot48696.2020.9089457","mag":"2998582260"},"language":"en","primary_location":{"id":"doi:10.1109/iciot48696.2020.9089457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciot48696.2020.9089457","pdf_url":null,"source":{"id":"https://openalex.org/S4306498678","display_name":"2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1912.11210","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013606349","display_name":"Mohamed Baza","orcid":"https://orcid.org/0000-0001-5153-8693"},"institutions":[{"id":"https://openalex.org/I63920570","display_name":"Tennessee Technological University","ror":"https://ror.org/05drmrq39","country_code":"US","type":"education","lineage":["https://openalex.org/I63920570"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohamed Baza","raw_affiliation_strings":["Department of Computer Science, Tennessee Tech University, Cookeville, TN, USA","Tennessee Tech. University,Dept. of Computer Science,Cookeville,TN,USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Tennessee Tech University, Cookeville, TN, USA","institution_ids":["https://openalex.org/I63920570"]},{"raw_affiliation_string":"Tennessee Tech. University,Dept. of Computer Science,Cookeville,TN,USA","institution_ids":["https://openalex.org/I63920570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030404983","display_name":"Andrew Salazar","orcid":null},"institutions":[{"id":"https://openalex.org/I43369023","display_name":"California State University, San Bernardino","ror":"https://ror.org/02n651896","country_code":"US","type":"education","lineage":["https://openalex.org/I43369023"]},{"id":"https://openalex.org/I4210133369","display_name":"Decision Sciences (United States)","ror":"https://ror.org/03gcvf773","country_code":"US","type":"company","lineage":["https://openalex.org/I4210133369"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Salazar","raw_affiliation_strings":["Department of Information and Decision Sciences, California State San Bernardino, San Bernardino, CA, USA","California State San Bernardino,Department of Information and Decision Sciences,San Bernardino,CA,USA"],"affiliations":[{"raw_affiliation_string":"Department of Information and Decision Sciences, California State San Bernardino, San Bernardino, CA, USA","institution_ids":["https://openalex.org/I43369023","https://openalex.org/I4210133369"]},{"raw_affiliation_string":"California State San Bernardino,Department of Information and Decision Sciences,San Bernardino,CA,USA","institution_ids":["https://openalex.org/I43369023","https://openalex.org/I4210133369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071309872","display_name":"Mohamed Mahmoud","orcid":"https://orcid.org/0000-0002-8719-501X"},"institutions":[{"id":"https://openalex.org/I63920570","display_name":"Tennessee Technological University","ror":"https://ror.org/05drmrq39","country_code":"US","type":"education","lineage":["https://openalex.org/I63920570"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohamed Mahmoud","raw_affiliation_strings":["Department of Computer Science, Tennessee Tech University, Cookeville, TN, USA","Tennessee Tech. University,Dept. of Computer Science,Cookeville,TN,USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Tennessee Tech University, Cookeville, TN, USA","institution_ids":["https://openalex.org/I63920570"]},{"raw_affiliation_string":"Tennessee Tech. University,Dept. of Computer Science,Cookeville,TN,USA","institution_ids":["https://openalex.org/I63920570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037234286","display_name":"Mohamed Abdallah","orcid":"https://orcid.org/0000-0002-3261-7588"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohamed Abdallah","raw_affiliation_strings":["division of Information and Computing Technology, College of Science and Engineering, HBKU, Doha, Qatar","College of Science and Engineering, HBKU,division of Information and Computing Technology,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"division of Information and Computing Technology, College of Science and Engineering, HBKU, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"College of Science and Engineering, HBKU,division of Information and Computing Technology,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078029373","display_name":"Kemal Akkaya","orcid":"https://orcid.org/0000-0002-7103-4545"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kemal Akkaya","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Florida International University, Miami, FL, USA","Florida International Univ.,Department of Electrical and Computer Engineering,Miami,FL,USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Florida International Univ.,Department of Electrical and Computer Engineering,Miami,FL,USA","institution_ids":["https://openalex.org/I19700959"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013606349"],"corresponding_institution_ids":["https://openalex.org/I63920570"],"apc_list":null,"apc_paid":null,"fwci":0.2235,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.49144635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"231","last_page":"236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9986000061035156,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9986000061035156,"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":0.9934999942779541,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7336916923522949},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6704100370407104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6108618378639221},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5619502067565918},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5509518384933472},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5500643253326416},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.5369247198104858},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.4962945580482483},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4490917921066284},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.4162823557853699},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3278939723968506},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.2030862271785736},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09895157814025879},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09459275007247925},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09302783012390137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7336916923522949},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6704100370407104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6108618378639221},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5619502067565918},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5509518384933472},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5500643253326416},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.5369247198104858},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.4962945580482483},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4490917921066284},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.4162823557853699},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3278939723968506},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2030862271785736},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09895157814025879},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09459275007247925},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09302783012390137},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/iciot48696.2020.9089457","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciot48696.2020.9089457","pdf_url":null,"source":{"id":"https://openalex.org/S4306498678","display_name":"2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1912.11210","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.11210","pdf_url":"https://arxiv.org/pdf/1912.11210","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2998582260","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1912.11210.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1912.11210","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1912.11210","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1912.11210","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.11210","pdf_url":"https://arxiv.org/pdf/1912.11210","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.7599999904632568,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2998582260.pdf","grobid_xml":"https://content.openalex.org/works/W2998582260.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1473189865","https://openalex.org/W2119067110","https://openalex.org/W2119821739","https://openalex.org/W2125674401","https://openalex.org/W2525984666","https://openalex.org/W2543958494","https://openalex.org/W2604918751","https://openalex.org/W2610935556","https://openalex.org/W2613556751","https://openalex.org/W2625625371","https://openalex.org/W2736638457","https://openalex.org/W2754518417","https://openalex.org/W2784499877","https://openalex.org/W2885556856","https://openalex.org/W2897900663","https://openalex.org/W2911964244","https://openalex.org/W2935795010","https://openalex.org/W2943995234","https://openalex.org/W2949060638","https://openalex.org/W2962829172","https://openalex.org/W2963296645","https://openalex.org/W2963518961","https://openalex.org/W2963539580","https://openalex.org/W2964295698","https://openalex.org/W2982463342","https://openalex.org/W2982562810","https://openalex.org/W2995490103","https://openalex.org/W2997254578","https://openalex.org/W2997517858","https://openalex.org/W3006653661","https://openalex.org/W3013250268","https://openalex.org/W3013886402","https://openalex.org/W3018239957","https://openalex.org/W3030972654","https://openalex.org/W3039833096","https://openalex.org/W3081968238","https://openalex.org/W3098949126","https://openalex.org/W3104627317","https://openalex.org/W3212575067","https://openalex.org/W4239510810","https://openalex.org/W6628547770","https://openalex.org/W6741407779"],"related_works":["https://openalex.org/W3025433491","https://openalex.org/W3047587263","https://openalex.org/W2408208331","https://openalex.org/W3178708037","https://openalex.org/W2993751684","https://openalex.org/W2521311836","https://openalex.org/W2128365310","https://openalex.org/W2741641423","https://openalex.org/W2963374540","https://openalex.org/W2520145273","https://openalex.org/W2142841671","https://openalex.org/W103685326","https://openalex.org/W2784094750","https://openalex.org/W3165399201","https://openalex.org/W2343757796","https://openalex.org/W2942265397","https://openalex.org/W3023581453","https://openalex.org/W3197551556","https://openalex.org/W1999043044","https://openalex.org/W3079955638"],"abstract_inverted_index":{"Electronic":[0],"health":[1,26],"records":[2,60],"(EHR)":[3],"systems":[4],"contain":[5],"vast":[6],"amounts":[7],"of":[8,85,189],"medical":[9,41,59,173],"information":[10],"about":[11],"patients.":[12],"These":[13],"data":[14,42,89,136,201],"can":[15,24,118,153],"be":[16,154],"used":[17,137,155],"to":[18,31,43,69,100,122,132,149,156,195,197],"train":[19,101],"machine":[20,46],"learning":[21,47,94,164],"models":[22,48,83],"that":[23,178],"predict":[25],"status,":[27],"as":[28,30],"well":[29],"help":[32],"prevent":[33],"future":[34],"diseases":[35],"or":[36],"disabilities.":[37],"However,":[38],"getting":[39],"patients'":[40,58,199],"obtain":[44],"well-trained":[45],"is":[49,54,61,98,146],"a":[50,102],"challenging":[51],"task.":[52],"This":[53],"because":[55],"sharing":[56,81],"the":[57,82,86,92,105,110,126,130,134,140,150,162,179,183,193,198],"prohibited":[62],"by":[63,80,90],"law":[64],"in":[65,138,187],"most":[66],"countries":[67],"due":[68],"patients":[70],"privacy":[71],"concerns.":[72],"In":[73],"this":[74,78,115],"paper,":[75],"we":[76,117,166],"tackle":[77],"problem":[79],"instead":[84],"original":[87,106,135,200],"sensitive":[88,107],"using":[91,114,171],"mimic":[93,163],"approach.":[95],"The":[96,143,175],"idea":[97],"first":[99],"model":[103,145,181,185],"on":[104],"data,":[108],"called":[109,125],"teacher":[111,141,184],"model.":[112,142],"Then,":[113],"model,":[116,124,128],"transfer":[119],"its":[120],"knowledge":[121],"another":[123],"student":[127,144,180],"without":[129,192],"need":[131,194],"learn":[133],"training":[139],"then":[147],"shared":[148],"public":[151],"and":[152],"make":[157],"accurate":[158],"predictions.":[159],"To":[160],"assess":[161],"approach,":[165],"have":[167],"evaluated":[168],"our":[169],"scheme":[170],"different":[172],"datasets.":[174],"results":[176],"indicate":[177],"mimics":[182],"performance":[186],"terms":[188],"prediction":[190],"accuracy":[191],"access":[196],"records.":[202]},"counts_by_year":[{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
