{"id":"https://openalex.org/W4312892328","doi":"https://doi.org/10.1109/segah54908.2022.9978600","title":"Federated Learning Framework for Mobile Sensing Apps in Mental Health","display_name":"Federated Learning Framework for Mobile Sensing Apps in Mental Health","publication_year":2022,"publication_date":"2022-08-10","ids":{"openalex":"https://openalex.org/W4312892328","doi":"https://doi.org/10.1109/segah54908.2022.9978600"},"language":"en","primary_location":{"id":"doi:10.1109/segah54908.2022.9978600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/segah54908.2022.9978600","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 10th International Conference on Serious Games and Applications for Health(SeGAH)","raw_type":"proceedings-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/A5090836991","display_name":"Banuchitra Suruliraj","orcid":"https://orcid.org/0000-0001-8016-6016"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Banuchitra Suruliraj","raw_affiliation_strings":["Dalhousie University,Faculty of Computer Science,Halifax,Canada","Faculty of Computer Science, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Dalhousie University,Faculty of Computer Science,Halifax,Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034768623","display_name":"Rita Orji","orcid":"https://orcid.org/0000-0001-6152-8034"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rita Orji","raw_affiliation_strings":["Dalhousie University,Faculty of Computer Science,Halifax,Canada","Faculty of Computer Science, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Dalhousie University,Faculty of Computer Science,Halifax,Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090836991"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":1.4799,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8208702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9757000207901001,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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":0.7965672016143799},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5522876381874084},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4710281491279602},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.387824147939682},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34480059146881104},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32491153478622437},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3159787654876709}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7965672016143799},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5522876381874084},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4710281491279602},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.387824147939682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34480059146881104},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32491153478622437},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3159787654876709},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/segah54908.2022.9978600","is_oa":false,"landing_page_url":"https://doi.org/10.1109/segah54908.2022.9978600","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 10th International Conference on Serious Games and Applications for Health(SeGAH)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.4699999988079071,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1911418635","https://openalex.org/W1984615306","https://openalex.org/W1989898472","https://openalex.org/W2045566047","https://openalex.org/W2050240246","https://openalex.org/W2094730193","https://openalex.org/W2156567116","https://openalex.org/W2530417694","https://openalex.org/W2783522756","https://openalex.org/W2797870998","https://openalex.org/W2805723366","https://openalex.org/W2809414288","https://openalex.org/W2884982858","https://openalex.org/W2890085824","https://openalex.org/W2900120080","https://openalex.org/W2975975413","https://openalex.org/W3015636663","https://openalex.org/W3038028469","https://openalex.org/W3150234747"],"related_works":["https://openalex.org/W2092530219","https://openalex.org/W2388464034","https://openalex.org/W2533125852","https://openalex.org/W2140460949","https://openalex.org/W2105580438","https://openalex.org/W2057435755","https://openalex.org/W2018782216","https://openalex.org/W2949620858","https://openalex.org/W2770877918","https://openalex.org/W1989375655"],"abstract_inverted_index":{"Mental":[0,74],"health":[1,20,55],"issues":[2],"are":[3,15,48,188],"negatively":[4],"impacting":[5],"people,":[6],"the":[7,51,94,156,159,162],"economy":[8],"and":[9,22,38,40,87,104,121,126,177],"life":[10],"expectancy.":[11],"Several":[12],"mobile":[13,23,101],"applications":[14,25,56,109],"developed":[16,105,127],"to":[17,59,79,134,138,190,194],"aid":[18],"mental":[19,31,54],"treatment":[21,43],"sensing":[24,115],"help":[26],"remotely":[27],"monitor":[28],"patients":[29],"with":[30,198],"illness,":[32],"understand":[33],"key":[34],"factors":[35],"like":[36],"sleep":[37],"exercise,":[39],"deliver":[41],"effective":[42],"methods.":[44,203],"Though":[45],"new":[46],"smartphones":[47],"increasingly":[49],"efficient,":[50],"majority":[52],"of":[53,108,114,168],"transfer":[57],"data":[58,82,137,171],"centralized":[60],"servers":[61],"for":[62,73,146],"processing.":[63],"In":[64,185],"this":[65],"paper,":[66],"we":[67,98,187],"propose":[68],"a":[69,100,143],"Federated":[70,95,163,192],"Learning":[71,96,164,193],"framework":[72,97,165],"Health":[75],"Monitoring":[76],"Systems":[77],"(MHMS)":[78],"preserve":[80],"user":[81],"privacy,":[83],"reduce":[84],"network":[85],"usage":[86],"improve":[88],"performance.":[89],"To":[90],"detect":[91],"depression":[92],"using":[93,149],"defined":[99,124],"application":[102],"architecture,":[103],"two":[106,150],"versions":[107],"that":[110,132],"collect":[111],"three":[112],"types":[113],"information":[116],"such":[117],"as":[118],"location,":[119],"accelerometer":[120],"calls.":[122],"We":[123,141],"epochs":[125],"an":[128],"anomaly":[129],"detection":[130],"algorithm":[131],"helps":[133],"label":[135],"local":[136],"train":[139],"models.":[140],"conducted":[142],"preliminary":[144],"study":[145,157],"6":[147],"weeks":[148],"app":[151,160],"versions.":[152],"The":[153],"results":[154],"from":[155],"indicate":[158],"implementing":[161],"is":[166],"capable":[167],"continuously":[169],"tracking":[170],"utilizing":[172],"less":[173],"power,":[174],"storage":[175],"space":[176],"internet":[178],"data.":[179],"It":[180],"also":[181],"preserved":[182],"users'":[183],"privacy.":[184],"future,":[186],"planning":[189],"implement":[191],"run":[195],"large-scale":[196],"studies":[197],"improved":[199],"server-side":[200],"federated":[201],"averaging":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2025-10-10T00:00:00"}
