{"id":"https://openalex.org/W4404774582","doi":"https://doi.org/10.3389/fdgth.2024.1495999","title":"A systematic survey on the application of federated learning in mental state detection and human activity recognition","display_name":"A systematic survey on the application of federated learning in mental state detection and human activity recognition","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4404774582","doi":"https://doi.org/10.3389/fdgth.2024.1495999","pmid":"https://pubmed.ncbi.nlm.nih.gov/39664400"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2024.1495999","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1495999","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1495999/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1495999/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079584737","display_name":"Albin Grataloup","orcid":"https://orcid.org/0000-0002-1507-768X"},"institutions":[{"id":"https://openalex.org/I130692619","display_name":"Bern University of Applied Sciences","ror":"https://ror.org/02bnkt322","country_code":"CH","type":"education","lineage":["https://openalex.org/I130692619"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Albin Grataloup","raw_affiliation_strings":["Bern University of Applied Sciences, Technik und Informatik, Biel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bern University of Applied Sciences, Technik und Informatik, Biel, Switzerland","institution_ids":["https://openalex.org/I130692619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028244962","display_name":"Mascha Kurpicz-Briki","orcid":"https://orcid.org/0000-0001-5539-6370"},"institutions":[{"id":"https://openalex.org/I130692619","display_name":"Bern University of Applied Sciences","ror":"https://ror.org/02bnkt322","country_code":"CH","type":"education","lineage":["https://openalex.org/I130692619"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mascha Kurpicz-Briki","raw_affiliation_strings":["Bern University of Applied Sciences, Technik und Informatik, Biel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bern University of Applied Sciences, Technik und Informatik, Biel, Switzerland","institution_ids":["https://openalex.org/I130692619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130692619"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":5.2734,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.96123617,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"6","issue":null,"first_page":"1495999","last_page":"1495999"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9980999827384949,"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":0.9980999827384949,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9708999991416931,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/personalization","display_name":"Personalization","score":0.7459340691566467},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6268173456192017},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5961904525756836},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5906314253807068},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4965363144874573},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.47013387084007263},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.43522346019744873},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.42938894033432007},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34616607427597046},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3411450982093811},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22618234157562256},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.18354302644729614},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17455655336380005},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12369802594184875},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.11162495613098145}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7459340691566467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6268173456192017},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5961904525756836},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5906314253807068},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4965363144874573},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.47013387084007263},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.43522346019744873},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.42938894033432007},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34616607427597046},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3411450982093811},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22618234157562256},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.18354302644729614},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17455655336380005},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12369802594184875},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11162495613098145},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fdgth.2024.1495999","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1495999","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1495999/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmid:39664400","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39664400","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in digital health","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11631783","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11631783","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11631783/pdf/fdgth-06-1495999.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Front Digit Health","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:a3b0768b1475422798dfab729ecabb57","is_oa":true,"landing_page_url":"https://doaj.org/article/a3b0768b1475422798dfab729ecabb57","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":"Frontiers in Digital Health, Vol 6 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2024.1495999","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1495999","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1495999/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404774582.pdf","grobid_xml":"https://content.openalex.org/works/W4404774582.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1557833142","https://openalex.org/W2111471368","https://openalex.org/W2606882085","https://openalex.org/W2767079719","https://openalex.org/W2912213068","https://openalex.org/W2945903941","https://openalex.org/W2995022099","https://openalex.org/W3021654819","https://openalex.org/W3100506742","https://openalex.org/W3118615836","https://openalex.org/W3133814152","https://openalex.org/W3139312002","https://openalex.org/W3153149826","https://openalex.org/W3174401204","https://openalex.org/W3182125009","https://openalex.org/W3196371845","https://openalex.org/W3209696639","https://openalex.org/W3211781253","https://openalex.org/W4205228770","https://openalex.org/W4210299751","https://openalex.org/W4220944666","https://openalex.org/W4220954463","https://openalex.org/W4224100171","https://openalex.org/W4224916209","https://openalex.org/W4225394998","https://openalex.org/W4283325546","https://openalex.org/W4288391450","https://openalex.org/W4292084264","https://openalex.org/W4292260848","https://openalex.org/W4294975286","https://openalex.org/W4298326836","https://openalex.org/W4317042343","https://openalex.org/W4317107612","https://openalex.org/W4318344247","https://openalex.org/W4365452576","https://openalex.org/W4384835001","https://openalex.org/W4385216024","https://openalex.org/W4385338536","https://openalex.org/W4385724150","https://openalex.org/W4387105517","https://openalex.org/W4388592299","https://openalex.org/W4396720904","https://openalex.org/W4396857195","https://openalex.org/W4399030346","https://openalex.org/W4399199031","https://openalex.org/W6857601597"],"related_works":["https://openalex.org/W2109940557","https://openalex.org/W2466832359","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W1499005795","https://openalex.org/W3172493050","https://openalex.org/W4385420271","https://openalex.org/W4312192618","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"This":[0],"systematic":[1],"review":[2],"investigates":[3],"the":[4,56],"application":[5],"of":[6,55],"federated":[7,25,42],"learning":[8,26,43],"in":[9,67],"mental":[10],"health":[11],"and":[12,45,62],"human":[13],"activity":[14],"recognition.":[15],"A":[16],"comprehensive":[17],"search":[18],"was":[19],"conducted":[20],"to":[21,51],"identify":[22,59],"studies":[23,32],"utilizing":[24],"for":[27],"these":[28],"domains.":[29],"The":[30,48],"included":[31],"were":[33],"evaluated":[34],"based":[35],"on":[36],"publication":[37],"year,":[38],"task,":[39],"dataset":[40],"characteristics,":[41],"algorithms,":[44],"personalization":[46],"methods.":[47],"aim":[49],"is":[50],"provide":[52],"an":[53],"overview":[54],"current":[57],"state-of-the-art,":[58],"research":[60,65],"gaps,":[61],"inform":[63],"future":[64],"directions":[66],"this":[68],"emerging":[69],"field.":[70]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":9}],"updated_date":"2026-08-16T07:02:28.622633","created_date":"2025-10-10T00:00:00"}
