{"id":"https://openalex.org/W3139320575","doi":"https://doi.org/10.1155/2021/5552743","title":"An Overview on Analyzing Deep Learning and Transfer Learning Approaches for Health Monitoring","display_name":"An Overview on Analyzing Deep Learning and Transfer Learning Approaches for Health Monitoring","publication_year":2021,"publication_date":"2021-03-23","ids":{"openalex":"https://openalex.org/W3139320575","doi":"https://doi.org/10.1155/2021/5552743","mag":"3139320575"},"language":"en","primary_location":{"id":"doi:10.1155/2021/5552743","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5552743","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2021/5552743.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cmmm/2021/5552743.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100389963","display_name":"Yi-ting Wang","orcid":"https://orcid.org/0000-0002-0136-3140"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yiting Wang","raw_affiliation_strings":["Hunan University of Finance and Economics, Changsha 410205, China","School of Business, Central South University, Changsha 410083, China"],"raw_orcid":"https://orcid.org/0000-0002-0136-3140","affiliations":[{"raw_affiliation_string":"Hunan University of Finance and Economics, Changsha 410205, China","institution_ids":["https://openalex.org/I4210150398"]},{"raw_affiliation_string":"School of Business, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020009700","display_name":"Shah Nazir","orcid":"https://orcid.org/0000-0003-0126-9944"},"institutions":[{"id":"https://openalex.org/I4210142599","display_name":"University of Swabi","ror":"https://ror.org/04ez8az68","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210142599"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Shah Nazir","raw_affiliation_strings":["Department of Computer Science, University of Swabi, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-0126-9944","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Swabi, Khyber Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I4210142599"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100771200","display_name":"Muhammad Shafiq","orcid":"https://orcid.org/0000-0003-1909-9373"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhammad Shafiq","raw_affiliation_strings":["Cyberspace Institute of Advance Technology, Guangzhou University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advance Technology, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020009700","https://openalex.org/A5100389963"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210142599","https://openalex.org/I4210150398"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":8.4926,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.97618024,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9894999861717224,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9894999861717224,"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"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9722999930381775,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/health-care","display_name":"Health care","score":0.589422345161438},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5449104309082031},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5376118421554565},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5003924369812012},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4716424345970154},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.46885380148887634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46881771087646484},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3726523518562317},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3365980386734009},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.32988715171813965},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28021782636642456}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.589422345161438},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5449104309082031},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5376118421554565},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5003924369812012},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4716424345970154},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.46885380148887634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46881771087646484},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3726523518562317},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3365980386734009},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.32988715171813965},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28021782636642456},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/5552743","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5552743","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2021/5552743.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:128df6fb11f04d31931a38446d859c92","is_oa":true,"landing_page_url":"https://doaj.org/article/128df6fb11f04d31931a38446d859c92","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational and Mathematical Methods in Medicine, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/5552743","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5552743","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2021/5552743.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G7454874357","display_name":null,"funder_award_id":"2020JJ4121","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"}],"funders":[{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3139320575.pdf","grobid_xml":"https://content.openalex.org/works/W3139320575.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2624093302","https://openalex.org/W2782785659","https://openalex.org/W2795342689","https://openalex.org/W2799993518","https://openalex.org/W2804948039","https://openalex.org/W2810292802","https://openalex.org/W2888949514","https://openalex.org/W2889846135","https://openalex.org/W2896907231","https://openalex.org/W2898680432","https://openalex.org/W2909504891","https://openalex.org/W2911497180","https://openalex.org/W2915566824","https://openalex.org/W2981293741","https://openalex.org/W2985116867","https://openalex.org/W2986456215","https://openalex.org/W2987147016","https://openalex.org/W2990158226","https://openalex.org/W2990423348","https://openalex.org/W2997838925","https://openalex.org/W3005180306","https://openalex.org/W3005831561","https://openalex.org/W3007926183","https://openalex.org/W3016650310","https://openalex.org/W3023159159","https://openalex.org/W3026768285","https://openalex.org/W3027298110","https://openalex.org/W3037096201","https://openalex.org/W3037262496","https://openalex.org/W3050309716","https://openalex.org/W3080345218","https://openalex.org/W3082326062","https://openalex.org/W3086794567","https://openalex.org/W3087266742","https://openalex.org/W3088581493","https://openalex.org/W3091541628","https://openalex.org/W3095241980","https://openalex.org/W3112017879","https://openalex.org/W3115488635","https://openalex.org/W3119670275","https://openalex.org/W3120276746","https://openalex.org/W3123663755"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W4312415459","https://openalex.org/W2528680939"],"abstract_inverted_index":{"With":[0],"the":[1,33,37,64,77,83,115,136,166,184,191,203,216,224,254],"rise":[2],"and":[3,9,44,49,54,81,118,130,151,156,176,199,206,228,234],"advancement":[4],"of":[5,24,36,66,72,85,92,104,135,144,168,190,196,208,223],"technology,":[6],"early":[7,43],"detection":[8],"involvement":[10],"in":[11,161,171,183,194],"health-associated":[12],"monitoring":[13,60,74,99,128],"through":[14,133],"home":[15],"control":[16],"are":[17,131,140],"growing":[18],"with":[19,55,165,231],"population":[20],"aging.":[21],"The":[22,40,70,159],"expansion":[23],"healthy":[25],"life":[26],"expectations":[27],"is":[28,100,111,202],"progressively":[29],"significant":[30],"due":[31],"to":[32,47,114,178,245],"speedy":[34],"aging":[35],"world":[38],"population.":[39],"patient":[41,78],"requires":[42],"home-based":[45],"treatment":[46],"detect":[48],"prevent":[50],"disease":[51],"on":[52,253],"time":[53],"less":[56],"effort.":[57],"Home-based":[58],"health":[59,73,86,93,110,129,238],"has":[61,173],"been":[62],"considered":[63,126],"need":[65,205],"a":[67,95,101,180,220],"smart":[68,152],"home.":[69],"services":[71],"can":[75,124],"facilitate":[76],"by":[79],"collecting":[80],"analyzing":[82],"data":[84],"for":[87,107,127,237,249],"tackling":[88],"diverse":[89],"complex":[90],"issues":[91],"at":[94],"large":[96],"scale.":[97],"Health":[98],"sustainable":[102],"progression":[103],"clinical":[105],"trials":[106],"ensuring":[108],"that":[109],"monitored":[112],"according":[113],"defined":[116],"protocol":[117],"standard":[119],"operating":[120],"procedures.":[121],"Various":[122],"scenarios":[123],"be":[125],"performed":[132],"experts":[134],"field.":[137],"Healthcare":[138],"systems":[139],"having":[141],"large-scale":[142],"infrastructure":[143],"electronic":[145],"devices,":[146,153],"medical":[147,154,162],"information":[148],"systems,":[149],"wearable":[150],"records,":[155],"handheld":[157],"devices.":[158],"growth":[160],"infrastructure,":[163],"combined":[164],"development":[167],"computational":[169],"approaches":[170],"healthcare,":[172],"empowered":[174],"practitioners":[175],"researchers":[177,244],"devise":[179],"novel":[181],"solution":[182],"innovative":[185],"spectra.":[186],"A":[187],"detailed":[188],"report":[189],"existing":[192,225,255],"literature":[193],"terms":[195],"deep":[197,232],"learning":[198,201,233,236],"transfer":[200,235],"dire":[204],"facilitating":[207,250],"modern":[209],"healthcare.":[210],"To":[211],"overcome":[212],"these":[213],"limitations,":[214],"therefore,":[215],"proposed":[217],"study":[218],"presents":[219],"comprehensive":[221],"review":[222,241],"approaches,":[226],"techniques,":[227],"methods":[229],"associated":[230],"monitoring.":[239],"This":[240],"will":[242],"help":[243],"formulate":[246],"new":[247],"ideas":[248],"healthcare":[251],"based":[252],"evidence.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}