{"id":"https://openalex.org/W3211062931","doi":"https://doi.org/10.1109/msp.2021.3099293","title":"Deep Learning for Mobile Mental Health: Challenges and recent advances","display_name":"Deep Learning for Mobile Mental Health: Challenges and recent advances","publication_year":2021,"publication_date":"2021-10-27","ids":{"openalex":"https://openalex.org/W3211062931","doi":"https://doi.org/10.1109/msp.2021.3099293","mag":"3211062931"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2021.3099293","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3099293","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.repository.cam.ac.uk/bitstreams/e3da4603-677e-43f4-8dda-0332a4fd214e/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069921704","display_name":"Jing Han","orcid":"https://orcid.org/0000-0001-5776-6849"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jing Han","raw_affiliation_strings":["Department of Computer Science and Technology, University of Cambridge, Cambridge, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036056631","display_name":"Zixing Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zixing Zhang","raw_affiliation_strings":["Department of Computing, Imperial College London, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, U.K","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010623957","display_name":"Cecilia Mascolo","orcid":"https://orcid.org/0000-0001-9614-4380"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cecilia Mascolo","raw_affiliation_strings":["Department of Computer Science and Technology, University of Cambridge, Cambridge, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, University of Cambridge, Cambridge, U.K","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056684559","display_name":"Elisabeth Andr\u00e9","orcid":"https://orcid.org/0000-0002-2367-162X"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elisabeth Andre","raw_affiliation_strings":["Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Human-Centered Artificial Intelligence, Augsburg University, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112613657","display_name":"Jianhua Tao","orcid":"https://orcid.org/0000-0002-9344-6428"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Tao","raw_affiliation_strings":["Informatics, Automation, and Applied Mathematics, Institute of Automation of the Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics, Automation, and Applied Mathematics, Institute of Automation of the Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052655362","display_name":"Ziping Zhao","orcid":"https://orcid.org/0000-0002-8719-6389"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ziping Zhao","raw_affiliation_strings":["Health Care and Wellbeing, University of Augsburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Care and Wellbeing, University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bjorn W. Schuller","raw_affiliation_strings":["Health Care and Wellbeing, University of Augsburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Care and Wellbeing, University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5069921704"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":null,"apc_paid":null,"fwci":3.7782,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.93714089,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"38","issue":"6","first_page":"96","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9970999956130981,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.6579763889312744},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6177430152893066},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6094814538955688},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5979644060134888},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.48438674211502075},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4544036090373993},{"id":"https://openalex.org/keywords/mobile-technology","display_name":"Mobile technology","score":0.45028361678123474},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.44797483086586},{"id":"https://openalex.org/keywords/scarcity","display_name":"Scarcity","score":0.42736148834228516},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.42374351620674133},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.34334540367126465},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3349430561065674},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21317505836486816},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18664848804473877},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17786452174186707},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10902231931686401}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6579763889312744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6177430152893066},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6094814538955688},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5979644060134888},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.48438674211502075},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4544036090373993},{"id":"https://openalex.org/C60952562","wikidata":"https://www.wikidata.org/wiki/Q6887246","display_name":"Mobile technology","level":3,"score":0.45028361678123474},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44797483086586},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.42736148834228516},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.42374351620674133},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.34334540367126465},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3349430561065674},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21317505836486816},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18664848804473877},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17786452174186707},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10902231931686401},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/msp.2021.3099293","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3099293","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"},{"id":"pmh:oai:www.repository.cam.ac.uk:1810/326019","is_oa":true,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/326019","pdf_url":"https://www.repository.cam.ac.uk/bitstreams/e3da4603-677e-43f4-8dda-0332a4fd214e/download","source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"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":"Article"},{"id":"pmh:doi:10.17863/cam.73476","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:91112","is_oa":false,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-911123","pdf_url":null,"source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"doi:10.17863/cam.73476","is_oa":true,"landing_page_url":"https://doi.org/10.17863/cam.73476","pdf_url":null,"source":{"id":"https://openalex.org/S7407050737","display_name":"Apollo","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:www.repository.cam.ac.uk:1810/326019","is_oa":true,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/326019","pdf_url":"https://www.repository.cam.ac.uk/bitstreams/e3da4603-677e-43f4-8dda-0332a4fd214e/download","source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"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":"Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2586592513","display_name":null,"funder_award_id":"62071330","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5381013183","display_name":null,"funder_award_id":"61831022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6578966771","display_name":null,"funder_award_id":"61702370","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3211062931.pdf","grobid_xml":"https://content.openalex.org/works/W3211062931.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2108240300","https://openalex.org/W2149641974","https://openalex.org/W2322637108","https://openalex.org/W2340346722","https://openalex.org/W2538898996","https://openalex.org/W2724317853","https://openalex.org/W2735449402","https://openalex.org/W2752234714","https://openalex.org/W2759476730","https://openalex.org/W2775173797","https://openalex.org/W2783538964","https://openalex.org/W2796588635","https://openalex.org/W2891503716","https://openalex.org/W2897623369","https://openalex.org/W2919115771","https://openalex.org/W2919854899","https://openalex.org/W2964276171","https://openalex.org/W2985907251","https://openalex.org/W2990825125","https://openalex.org/W3007088653","https://openalex.org/W3017006601","https://openalex.org/W3018464563","https://openalex.org/W3021654819","https://openalex.org/W3023209588","https://openalex.org/W3033511014","https://openalex.org/W3034674374","https://openalex.org/W3047391881","https://openalex.org/W3047897636","https://openalex.org/W3096934581","https://openalex.org/W3102160429","https://openalex.org/W3103802018"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2095299560","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W2999186374"],"abstract_inverted_index":{"Mental":[0],"health":[1,45,63,127,143],"plays":[2],"a":[3,115],"key":[4,116],"role":[5],"in":[6,59,74,110],"everyone\u2019s":[7],"day-to-day":[8],"lives,":[9],"impacting":[10],"our":[11],"thoughts,":[12],"behaviors,":[13],"and":[14,24,31,37,47,50,54,87,99,150,162,177],"emotions.":[15],"Also,":[16],"over":[17],"the":[18,27,120,135,146,152],"past":[19],"years,":[20],"given":[21],"their":[22],"ubiquitous":[23],"affordable":[25],"characteristics,":[26],"use":[28],"of":[29,43,85,92,122],"smartphones":[30],"wearable":[32],"devices":[33],"has":[34],"grown":[35],"rapidly":[36],"provided":[38],"support":[39],"within":[40],"all":[41],"aspects":[42],"mental":[44,62,126,142],"research":[46,78,186],"care\u2014from":[48],"screening":[49],"diagnosis":[51],"to":[52,71,172,182],"treatment":[53],"monitoring\u2014and":[55],"attained":[56],"significant":[57],"progress":[58],"improving":[60],"remote":[61],"interventions.":[64],"While":[65],"there":[66],"are":[67,104],"still":[68],"many":[69],"challenges":[70,161],"be":[72,183],"tackled":[73],"this":[75,130],"emerging":[76],"cross-disciplinary":[77],"field,":[79],"such":[80],"as":[81],"data":[82],"scarcity,":[83],"lack":[84],"personalization,":[86],"privacy":[88],"concerns,":[89],"it":[90],"is":[91],"primary":[93],"importance":[94],"that":[95,166],"innovative":[96],"signal":[97],"processing":[98],"deep":[100],"learning":[101],"(DL)":[102],"techniques":[103],"exploited.":[105],"In":[106,129],"particular,":[107],"recent":[108],"advances":[109],"DL":[111,164],"can":[112],"help":[113],"provide":[114],"enabling":[117],"technology":[118],"for":[119,169],"development":[121],"next-generation":[123],"user-centric":[124],"mobile":[125,140],"applications.":[128],"article,":[131],"we":[132,178],"briefly":[133],"introduce":[134],"basic":[136],"principles":[137],"associated":[138],"with":[139,174],"device-based":[141],"analysis,":[144],"review":[145],"main":[147],"system":[148],"components,":[149],"highlight":[151],"conventional":[153],"technologies":[154,165],"involved.":[155],"We":[156],"also":[157],"describe":[158],"several":[159],"major":[160],"various":[163],"have":[167],"potential":[168],"strongly":[170],"contributing":[171],"dealing":[173],"these":[175],"issues,":[176],"discuss":[179],"other":[180],"problems":[181],"addressed":[184],"via":[185],"collaboration":[187],"across":[188],"multiple":[189],"disciplines.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":6}],"updated_date":"2026-05-19T08:33:51.333923","created_date":"2025-10-10T00:00:00"}