{"id":"https://openalex.org/W2035580075","doi":"https://doi.org/10.1145/2800835.2800960","title":"Leveraging smartwatches for unobtrusive mobile ambulatory mood assessment","display_name":"Leveraging smartwatches for unobtrusive mobile ambulatory mood assessment","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2035580075","doi":"https://doi.org/10.1145/2800835.2800960","mag":"2035580075"},"language":"en","primary_location":{"id":"doi:10.1145/2800835.2800960","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2800835.2800960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2015 ACM International Symposium on Wearable Computers - UbiComp '15","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/A5039263068","display_name":"Anja Bachmann","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Anja Bachmann","raw_affiliation_strings":["Pervasive Computing Systems, KIT, Karlsruhe, Germany","Pervasive Computing Systems KIT, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Pervasive Computing Systems, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Pervasive Computing Systems KIT, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011698034","display_name":"Christoph Klebsattel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christoph Klebsattel","raw_affiliation_strings":["Pervasive Computing Systems, KIT, Karlsruhe, Germany","Pervasive Computing Systems KIT, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Pervasive Computing Systems, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Pervasive Computing Systems KIT, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082935951","display_name":"Andrea Schankin","orcid":"https://orcid.org/0000-0003-3920-6447"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrea Schankin","raw_affiliation_strings":["Pervasive Computing Systems, KIT, Karlsruhe, Germany","Pervasive Computing Systems KIT, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Pervasive Computing Systems, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Pervasive Computing Systems KIT, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066888374","display_name":"Till Riedel","orcid":"https://orcid.org/0000-0003-4547-1984"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Till Riedel","raw_affiliation_strings":["Pervasive Computing Systems, KIT, Karlsruhe, Germany","Pervasive Computing Systems KIT, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Pervasive Computing Systems, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Pervasive Computing Systems KIT, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082553444","display_name":"Michael Beigl","orcid":"https://orcid.org/0000-0001-5009-2327"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Beigl","raw_affiliation_strings":["Pervasive Computing Systems, KIT, Karlsruhe, Germany","Pervasive Computing Systems KIT, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Pervasive Computing Systems, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Pervasive Computing Systems KIT, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004474946","display_name":"Markus Reichert","orcid":"https://orcid.org/0000-0003-3290-0962"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Reichert","raw_affiliation_strings":["Applied Psychology, KIT, Karlsruhe, Germany","Applied Psychology, KIT, Karlsruhe, Germany#TAB#"],"affiliations":[{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany#TAB#","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063553187","display_name":"Philip Santangelo","orcid":"https://orcid.org/0000-0003-2733-701X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philip Santangelo","raw_affiliation_strings":["Applied Psychology, KIT, Karlsruhe, Germany","Applied Psychology, KIT, Karlsruhe, Germany#TAB#"],"affiliations":[{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany#TAB#","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054062821","display_name":"Ulrich Ebner\u2010Priemer","orcid":"https://orcid.org/0000-0002-2769-5944"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrich Ebner-Priemer","raw_affiliation_strings":["Applied Psychology, KIT, Karlsruhe, Germany","Applied Psychology, KIT, Karlsruhe, Germany#TAB#"],"affiliations":[{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany","institution_ids":[]},{"raw_affiliation_string":"Applied Psychology, KIT, Karlsruhe, Germany#TAB#","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5039263068"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5309,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83521997,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1057","last_page":"1062"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9969000220298767,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9969000220298767,"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/T13283","display_name":"Mental Health Research Topics","score":0.9950000047683716,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.992900013923645,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.9527262449264526},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7695735692977905},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6826914548873901},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6654080152511597},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5549342632293701},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.5540220737457275},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5308139324188232},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4667532742023468},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.46409717202186584},{"id":"https://openalex.org/keywords/everyday-life","display_name":"Everyday life","score":0.43942010402679443},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3550257384777069},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3468005061149597},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1659851372241974},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1487625241279602}],"concepts":[{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.9527262449264526},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7695735692977905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6826914548873901},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6654080152511597},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5549342632293701},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.5540220737457275},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5308139324188232},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4667532742023468},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.46409717202186584},{"id":"https://openalex.org/C2779018934","wikidata":"https://www.wikidata.org/wiki/Q1129653","display_name":"Everyday life","level":2,"score":0.43942010402679443},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3550257384777069},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3468005061149597},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1659851372241974},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1487625241279602},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2800835.2800960","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2800835.2800960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2015 ACM International Symposium on Wearable Computers - UbiComp '15","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1922590717","https://openalex.org/W1985541164","https://openalex.org/W2012348783","https://openalex.org/W2026699230","https://openalex.org/W2027309689","https://openalex.org/W2038237601","https://openalex.org/W2046403903","https://openalex.org/W2082756343","https://openalex.org/W2085652821","https://openalex.org/W2104293071","https://openalex.org/W2107855142","https://openalex.org/W2129870785","https://openalex.org/W2135891192","https://openalex.org/W2142057670","https://openalex.org/W2152423878","https://openalex.org/W2156567116","https://openalex.org/W2170883741","https://openalex.org/W2331844937"],"related_works":["https://openalex.org/W2756171776","https://openalex.org/W4304142225","https://openalex.org/W2748818549","https://openalex.org/W2612437796","https://openalex.org/W3097068272","https://openalex.org/W2623354133","https://openalex.org/W2672946026","https://openalex.org/W2994727456","https://openalex.org/W2403010436","https://openalex.org/W2993760583"],"abstract_inverted_index":{"In":[0],"ambulatory":[1],"assessment,":[2],"subjects":[3],"are":[4],"monitored":[5],"in":[6,28,75,124],"everyday":[7],"life.":[8],"Though,":[9],"it":[10],"is":[11,37,128],"difficult":[12],"to":[13,46,54,72,79],"unobtrusively":[14],"assess":[15,80],"information":[16,68],"--":[17,25],"e.g.":[18],"about":[19],"their":[20],"context":[21],"and":[22,82,104,119,137,152],"affective":[23,88],"state":[24,89,114],"which":[26,86],"results":[27],"an":[29],"increased":[30],"burden":[31,36],"for":[32,149],"the":[33,87,98,116],"subjects.":[34],"This":[35],"caused":[38],"by":[39,49,63],"a":[40,65,91,132,138],"complex":[41],"self-report":[42],"that":[43,52],"they":[44],"need":[45,53],"provide":[47],"or":[48],"additional":[50],"wearables":[51],"be":[55,94,145],"carried.":[56],"Newest":[57],"technology":[58],"can":[59,93],"solve":[60],"this":[61],"issue":[62],"assessing":[64],"variety":[66],"of":[67,90,101,113,115,126,134,140],"automatically.":[69],"We":[70,96,130],"propose":[71],"use":[73],"smartwatches":[74,123,141],"combination":[76,143],"with":[77],"smartphones":[78],"physiological":[81],"smartphone":[83,135],"data":[84],"from":[85],"user":[92],"inferred.":[95],"present":[97,131],"principle":[99],"idea":[100],"our":[102],"app":[103],"how":[105],"we":[106],"intend":[107],"on":[108],"evaluating":[109],"it.":[110],"A":[111],"review":[112],"art":[117],"approaches":[118],"available":[120],"Android":[121],"Wear":[122],"terms":[125],"sensors":[127,136],"given.":[129],"number":[133],"selection":[139],"whose":[142],"should":[144],"evaluated":[146],"regarding":[147],"usefulness":[148],"mood":[150],"assessment":[151],"recognition.":[153]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
