{"id":"https://openalex.org/W4385478180","doi":"https://doi.org/10.1109/icasspw59220.2023.10193140","title":"Smart Selection of Useful Insights from Wearables","display_name":"Smart Selection of Useful Insights from Wearables","publication_year":2023,"publication_date":"2023-06-04","ids":{"openalex":"https://openalex.org/W4385478180","doi":"https://doi.org/10.1109/icasspw59220.2023.10193140"},"language":"en","primary_location":{"id":"doi:10.1109/icasspw59220.2023.10193140","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icasspw59220.2023.10193140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.tue.nl/ws/files/345124343/Smart_Selection_of_Useful_Insights_from_Wearables.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082097272","display_name":"Allmin Susaiyah","orcid":"https://orcid.org/0000-0002-3926-6653"},"institutions":[{"id":"https://openalex.org/I1329325741","display_name":"Philips (Finland)","ror":"https://ror.org/01g4jev56","country_code":"FI","type":"company","lineage":["https://openalex.org/I1329325741","https://openalex.org/I4210122849"]},{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["FI","NL"],"is_corresponding":false,"raw_author_name":"Allmin Susaiyah","raw_affiliation_strings":["Philips Research,Eindhoven","Philips Research, Eindhoven","Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Philips Research,Eindhoven","institution_ids":["https://openalex.org/I1329325741"]},{"raw_affiliation_string":"Philips Research, Eindhoven","institution_ids":["https://openalex.org/I1329325741"]},{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105460983","display_name":"Aki H\u00e4rm\u00e4","orcid":"https://orcid.org/0000-0002-2966-3305"},"institutions":[{"id":"https://openalex.org/I1329325741","display_name":"Philips (Finland)","ror":"https://ror.org/01g4jev56","country_code":"FI","type":"company","lineage":["https://openalex.org/I1329325741","https://openalex.org/I4210122849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Aki H\u00e4rm\u00e4","raw_affiliation_strings":["Philips Research,Eindhoven","Philips Research, Eindhoven"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Philips Research,Eindhoven","institution_ids":["https://openalex.org/I1329325741"]},{"raw_affiliation_string":"Philips Research, Eindhoven","institution_ids":["https://openalex.org/I1329325741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023246059","display_name":"Simone Balloccu","orcid":"https://orcid.org/0000-0002-9812-5092"},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simone Balloccu","raw_affiliation_strings":["University of Aberdeen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Aberdeen","institution_ids":["https://openalex.org/I195460627"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005939553","display_name":"Ehud Reiter","orcid":"https://orcid.org/0000-0002-7548-9504"},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ehud Reiter","raw_affiliation_strings":["University of Aberdeen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Aberdeen","institution_ids":["https://openalex.org/I195460627"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080075106","display_name":"Milan Petkovi\u0107","orcid":"https://orcid.org/0000-0002-6264-6822"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Milan Petkovi\u0107","raw_affiliation_strings":["Eindhoven University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9837999939918518,"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"}},{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9732999801635742,"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/wearable-computer","display_name":"Wearable computer","score":0.8029555678367615},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7648334503173828},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.7377678155899048},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.6742243766784668},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.5977085828781128},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.5146980881690979},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.48766839504241943},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.45967772603034973},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.44802579283714294},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41569364070892334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3770520091056824},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36591440439224243},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.13170889019966125}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.8029555678367615},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7648334503173828},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.7377678155899048},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.6742243766784668},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.5977085828781128},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.5146980881690979},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.48766839504241943},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.45967772603034973},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.44802579283714294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41569364070892334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3770520091056824},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36591440439224243},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.13170889019966125},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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},{"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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/icasspw59220.2023.10193140","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icasspw59220.2023.10193140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/38f4a424-7727-46f5-b6d6-5dba62e865e0","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/38f4a424-7727-46f5-b6d6-5dba62e865e0","pdf_url":"https://pure.tue.nl/ws/files/345124343/Smart_Selection_of_Useful_Insights_from_Wearables.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Susaiyah, A, H\u00e4rm\u00e4), A, Balloccu, S, Reiter, E & Petkovic, M 2023, Smart Selection of Useful Insights from Wearables. in 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, ICASSPW 2023., 10193140, Institute of Electrical and Electronics Engineers, 48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 4/06/23. https://doi.org/10.1109/ICASSPW59220.2023.10193140","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:openaire_cris_publications/45a70fb8-4dba-4e06-8557-4e631a492be9","is_oa":false,"landing_page_url":"https://cris.maastrichtuniversity.nl/en/publications/45a70fb8-4dba-4e06-8557-4e631a492be9","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Susaiyah, A, Harma, A, Balloccu, S, Reiter, E & Petkovic, M 2023, Smart Selection of Useful Insights from Wearables. in ICASSPW 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Proceedings. IEEE, pp. 1-4, 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Rhodes Island, Greece, 4/06/23. https://doi.org/10.1109/ICASSPW59220.2023.10193140","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:cris.maastrichtuniversity.nl:publications/45a70fb8-4dba-4e06-8557-4e631a492be9","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85168250181&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402616","display_name":"Research Publications (Maastricht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I34352273","host_organization_name":"Maastricht University","host_organization_lineage":["https://openalex.org/I34352273"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Susaiyah, A, Harma, A, Balloccu, S, Reiter, E & Petkovic, M 2023, Smart Selection of Useful Insights from Wearables. in ICASSPW 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Proceedings. IEEE, pp. 1-4, 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Rhodes Island, Greece, 4/06/23. https://doi.org/10.1109/ICASSPW59220.2023.10193140","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/38f4a424-7727-46f5-b6d6-5dba62e865e0","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/38f4a424-7727-46f5-b6d6-5dba62e865e0","pdf_url":"https://pure.tue.nl/ws/files/345124343/Smart_Selection_of_Useful_Insights_from_Wearables.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Susaiyah, A, H\u00e4rm\u00e4), A, Balloccu, S, Reiter, E & Petkovic, M 2023, Smart Selection of Useful Insights from Wearables. in 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, ICASSPW 2023., 10193140, Institute of Electrical and Electronics Engineers, 48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Rhodes Island, Greece, 4/06/23. https://doi.org/10.1109/ICASSPW59220.2023.10193140","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.44999998807907104,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385478180.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2399558155","https://openalex.org/W2405768559","https://openalex.org/W2781199465","https://openalex.org/W2792479193","https://openalex.org/W2801637089","https://openalex.org/W3085451583","https://openalex.org/W3135435788","https://openalex.org/W4223606514","https://openalex.org/W4224941735","https://openalex.org/W6712640377","https://openalex.org/W6783141078"],"related_works":["https://openalex.org/W4285587629","https://openalex.org/W3032336428","https://openalex.org/W2765158217","https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2756171776","https://openalex.org/W2790190351","https://openalex.org/W2566526749"],"abstract_inverted_index":{"The":[0],"popularity":[1],"of":[2,47,103],"wearable-devices":[3],"equipped":[4],"with":[5],"inertial":[6],"measurement":[7],"units":[8],"(IMUs)":[9],"and":[10,23,32,50,109],"optical":[11],"sensors":[12,19],"has":[13],"increased":[14,94],"in":[15],"recent":[16],"years.":[17],"These":[18],"provide":[20],"valuable":[21],"activity":[22],"heart-rate":[24],"data":[25,49],"that,":[26],"when":[27],"analysed":[28],"across":[29],"multiple":[30],"users":[31],"over":[33],"time,":[34],"can":[35],"offer":[36],"profound":[37],"insights":[38,74],"into":[39],"individual":[40],"lifestyle":[41],"habits.":[42],"However,":[43],"the":[44,101],"high":[45],"dimensionality":[46],"such":[48],"user":[51],"preference":[52],"dynamics":[53],"present":[54],"significant":[55],"challenges":[56],"for":[57,106],"mining":[58],"useful":[59],"insights.":[60],"This":[61],"paper":[62],"proposes":[63],"a":[64,78],"novel":[65],"approach":[66,92],"that":[67,82,90],"employs":[68],"natural":[69],"language":[70],"processing":[71],"to":[72],"mine":[73],"from":[75,86],"wearable-data,":[76],"utilising":[77],"neural":[79],"network":[80],"model":[81],"leverages":[83],"end-to-end":[84],"feedback":[85],"users.":[87],"Results":[88],"demonstrate":[89],"this":[91,104],"effectively":[93],"daily":[95],"step":[96],"counts":[97],"among":[98],"users,":[99],"showcasing":[100],"potential":[102],"method":[105],"optimising":[107],"health":[108],"wellness":[110],"outcomes.":[111]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}