{"id":"https://openalex.org/W2072822311","doi":"https://doi.org/10.1109/percomw.2014.6815230","title":"Pervasive stress recognition for sustainable living","display_name":"Pervasive stress recognition for sustainable living","publication_year":2014,"publication_date":"2014-03-01","ids":{"openalex":"https://openalex.org/W2072822311","doi":"https://doi.org/10.1109/percomw.2014.6815230","mag":"2072822311"},"language":"en","primary_location":{"id":"doi:10.1109/percomw.2014.6815230","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2014.6815230","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Pervasive Computing and Communication Workshops (PERCOM WORKSHOPS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/1721.1/137791","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003031572","display_name":"Andrey Bogomolov","orcid":"https://orcid.org/0000-0002-4832-638X"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]},{"id":"https://openalex.org/I137543953","display_name":"Telecom Italia (Italy)","ror":"https://ror.org/00xmwgm53","country_code":"IT","type":"company","lineage":["https://openalex.org/I137543953"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Andrey Bogomolov","raw_affiliation_strings":["SKIL Telecom Italia Lab, University of Trento, Trento, Italy","SKIL Telecom Italia Lab, University of Trento Via Sommarive, 5, 1-38123 Povo - Trento, Italy"],"affiliations":[{"raw_affiliation_string":"SKIL Telecom Italia Lab, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I137543953","https://openalex.org/I193223587"]},{"raw_affiliation_string":"SKIL Telecom Italia Lab, University of Trento Via Sommarive, 5, 1-38123 Povo - Trento, Italy","institution_ids":["https://openalex.org/I193223587","https://openalex.org/I137543953"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048877432","display_name":"Bruno Lepri","orcid":"https://orcid.org/0000-0003-1275-2333"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Bruno Lepri","raw_affiliation_strings":["Fondazione Bruno Kessler, Trento, Italy","Pondazione Bruno Kessler Via Sommarive, 18 1-38123 Povo - Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]},{"raw_affiliation_string":"Pondazione Bruno Kessler Via Sommarive, 18 1-38123 Povo - Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067748867","display_name":"Michela Ferron","orcid":"https://orcid.org/0000-0003-4840-3266"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michela Ferron","raw_affiliation_strings":["Fondazione Bruno Kessler, Trento, Italy","Pondazione Bruno Kessler Via Sommarive, 18 1-38123 Povo - Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]},{"raw_affiliation_string":"Pondazione Bruno Kessler Via Sommarive, 18 1-38123 Povo - Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110228068","display_name":"Fabio Pianesi","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]},{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Fabio Pianesi","raw_affiliation_strings":["Fondazione Bruno Kessler, Trento, Italy","The Media Lab, Massachusett; Institute of Technology Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]},{"raw_affiliation_string":"The Media Lab, Massachusett; Institute of Technology Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007176508","display_name":"Alex Pentland","orcid":"https://orcid.org/0000-0002-8053-9983"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex Sandy Pentland","raw_affiliation_strings":["The Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA","The Media Lab, Massachusett; Institute of Technology Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"The Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"The Media Lab, Massachusett; Institute of Technology Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5003031572"],"corresponding_institution_ids":["https://openalex.org/I137543953","https://openalex.org/I193223587"],"apc_list":null,"apc_paid":null,"fwci":6.5726,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.9643663,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"345","last_page":"350"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9947999715805054,"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":0.9947999715805054,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9922000169754028,"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":0.9914000034332275,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.8644387722015381},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7307143211364746},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.6502013802528381},{"id":"https://openalex.org/keywords/bluetooth","display_name":"Bluetooth","score":0.5632247924804688},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.5288240313529968},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5270248651504517},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.5246753096580505},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48312732577323914},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.4825679361820221},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4704512655735016},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4535747766494751},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4258115887641907},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4177583158016205},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.08734717965126038}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.8644387722015381},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7307143211364746},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6502013802528381},{"id":"https://openalex.org/C546215728","wikidata":"https://www.wikidata.org/wiki/Q39531","display_name":"Bluetooth","level":3,"score":0.5632247924804688},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.5288240313529968},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5270248651504517},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.5246753096580505},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48312732577323914},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4825679361820221},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4704512655735016},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4535747766494751},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4258115887641907},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4177583158016205},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.08734717965126038},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/percomw.2014.6815230","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2014.6815230","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Pervasive Computing and Communication Workshops (PERCOM WORKSHOPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/137791","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/137791","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Other repository","raw_type":"Article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/137791.2","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/137791.2","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Other repository","raw_type":"http://purl.org/eprint/type/ConferencePaper"}],"best_oa_location":{"id":"pmh:oai:dspace.mit.edu:1721.1/137791","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/137791","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Other repository","raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Life in Land","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/15"},{"display_name":"Responsible consumption and production","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/12"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W129305155","https://openalex.org/W163418743","https://openalex.org/W642362969","https://openalex.org/W1490265933","https://openalex.org/W1498810931","https://openalex.org/W1557292420","https://openalex.org/W1641003075","https://openalex.org/W1678356000","https://openalex.org/W1976193075","https://openalex.org/W1976793337","https://openalex.org/W1977536143","https://openalex.org/W1985541164","https://openalex.org/W1987264340","https://openalex.org/W1988594455","https://openalex.org/W1988790447","https://openalex.org/W2001081968","https://openalex.org/W2053154970","https://openalex.org/W2056068852","https://openalex.org/W2065340646","https://openalex.org/W2068349382","https://openalex.org/W2070493638","https://openalex.org/W2074501038","https://openalex.org/W2081156723","https://openalex.org/W2088272729","https://openalex.org/W2091747358","https://openalex.org/W2098166026","https://openalex.org/W2107699930","https://openalex.org/W2129860303","https://openalex.org/W2130815877","https://openalex.org/W2143554828","https://openalex.org/W2144279833","https://openalex.org/W2148624486","https://openalex.org/W2152423878","https://openalex.org/W2156909104","https://openalex.org/W2161365979","https://openalex.org/W2166692930","https://openalex.org/W2168460762","https://openalex.org/W2169284845","https://openalex.org/W2171801645","https://openalex.org/W2736230390","https://openalex.org/W2911964244","https://openalex.org/W4251512373","https://openalex.org/W4285719527","https://openalex.org/W6629232661","https://openalex.org/W6633322633","https://openalex.org/W6636566387","https://openalex.org/W6679234729","https://openalex.org/W6684862044","https://openalex.org/W6740917271"],"related_works":["https://openalex.org/W4220926637","https://openalex.org/W2362681120","https://openalex.org/W4376643979","https://openalex.org/W2811014843","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W1517228774","https://openalex.org/W2117019857"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"provide":[4],"the":[5,21,45,66,71,78,85],"evidence":[6],"that":[7],"daily":[8],"stress":[9,89],"can":[10],"be":[11],"reliably":[12],"recognized":[13],"based":[14,48,59],"on":[15,49],"human":[16],"behavior":[17],"metrics":[18],"derived":[19],"from":[20],"mobile":[22],"phone":[23],"activity":[24],"(call":[25],"log,":[26,28],"sms":[27],"bluetooth":[29],"interactions).":[30],"We":[31],"introduce":[32],"an":[33],"original":[34],"approach":[35],"for":[36,94],"feature":[37],"extraction,":[38],"selection,":[39],"recognition":[40],"model":[41,60],"training":[42],"and":[43,52,74,90],"discuss":[44],"experimental":[46],"results":[47],"Random":[50,57],"Forest":[51,58],"Gradient":[53],"Boosted":[54],"Machine":[55],"algorithms.":[56],"showed":[61],"low":[62],"variance":[63],"comparing":[64],"to":[65],"GBM-based":[67],"one,":[68],"thus":[69],"winning":[70],"bias-variance":[72],"tradeoff":[73],"preventing":[75],"over-fitting,":[76],"given":[77],"noisy":[79],"source":[80],"data.":[81],"Potential":[82],"impact":[83],"of":[84],"technology":[86],"is":[87],"reducing":[88],"enhancing":[91],"subjective":[92],"well-being":[93],"sustainable":[95],"living.":[96]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":11},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}