{"id":"https://openalex.org/W2749888825","doi":"https://doi.org/10.5220/0005330700720077","title":"Addressing Subject-dependency for Affective Signal Processing - Modeling Subjects\u2019 Idiosyncracies","display_name":"Addressing Subject-dependency for Affective Signal Processing - Modeling Subjects\u2019 Idiosyncracies","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2749888825","doi":"https://doi.org/10.5220/0005330700720077","mag":"2749888825"},"language":"en","primary_location":{"id":"doi:10.5220/0005330700720077","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005330700720077","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Physiological Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0005330700720077","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033344729","display_name":"Fran\u00e7ois Courtemanche","orcid":"https://orcid.org/0000-0001-7508-5246"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fran\u00e7ois Courtemanche","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111159523","display_name":"Emma Campbell","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Emma Campbell","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065115979","display_name":"Pierre\u2010Majorique L\u00e9ger","orcid":"https://orcid.org/0000-0002-7887-8521"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pierre-Majorique L\u00e9ger","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102191749","display_name":"Franco Lepor\u00e9","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Franco Lepore","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033344729"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30841007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"72","last_page":"77"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9854000210762024,"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":0.9854000210762024,"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":0.9722999930381775,"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/computer-science","display_name":"Computer science","score":0.795020580291748},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.6625489592552185},{"id":"https://openalex.org/keywords/exemplification","display_name":"Exemplification","score":0.6576350331306458},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5929064750671387},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.5817481875419617},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5467513799667358},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5465138554573059},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5269621014595032},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4330666661262512},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.42806389927864075},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4151831865310669},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.38536787033081055},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.31030094623565674}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.795020580291748},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.6625489592552185},{"id":"https://openalex.org/C107574306","wikidata":"https://www.wikidata.org/wiki/Q1383678","display_name":"Exemplification","level":2,"score":0.6576350331306458},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5929064750671387},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.5817481875419617},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5467513799667358},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5465138554573059},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5269621014595032},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4330666661262512},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.42806389927864075},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4151831865310669},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.38536787033081055},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.31030094623565674},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0005330700720077","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005330700720077","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Physiological Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0005330700720077","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005330700720077","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Physiological Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1968074681","https://openalex.org/W158579227","https://openalex.org/W3212001800","https://openalex.org/W4360772797","https://openalex.org/W2062180945","https://openalex.org/W4298860164","https://openalex.org/W2066444115","https://openalex.org/W2038466720","https://openalex.org/W2131001033","https://openalex.org/W2052133008"],"abstract_inverted_index":{"Most":[0],"works":[1],"on":[2,8,121],"Affective":[3],"Signal":[4],"Processing":[5],"(ASP)":[6],"focus":[7],"user-dependent":[9],"emotion":[10,110],"recognition":[11,111],"models\r\n\r\nwhich":[12],"are":[13,50],"personalized":[14],"to":[15,58,78,104,122],"a":[16,94],"specific":[17],"subject.":[18],"As":[19,93],"these":[20],"types":[21],"of":[22,47,86,108],"approach":[23,77],"have":[24],"good":[25],"accuracy":[26,45,107],"rates,":[27],"they\r\n\r\ncannot":[28],"easily":[29],"be":[30,102,119],"reused":[31],"with":[32],"other":[33,42],"subjects":[34],"for":[35],"industrial":[36],"or":[37],"research":[38],"purposes.":[39],"On":[40],"the":[41,59,63,84,106,115,124],"hand,":[43],"the\r\n\r\nreported":[44],"rates":[46],"user-independent":[48,109],"models":[49],"substantially":[51],"lower.":[52],"This":[53],"performance":[54,85],"decrease":[55],"is\r\n\r\nmostly":[56],"due":[57],"greater":[60],"variance":[61],"in":[62],"physiological":[64],"training":[65],"data":[66],"set":[67],"drawn":[68],"from":[69],"multiple":[70],"users.":[71],"In":[72],"this\r\n\r\npaper,":[73],"we":[74,97],"propose":[75],"an":[76],"address":[79],"this":[80],"problem":[81],"and":[82],"enhance":[83],"user-independent\r\n\r\nmodels":[87],"by":[88],"explicitly":[89],"modeling":[90],"subjects\u00e2\u0080\u0099":[91],"idiosyncrasies.":[92],"first":[95],"exemplification,":[96],"describe":[98],"how\r\n\r\npersonality":[99],"traits":[100],"can":[101],"used":[103],"improve":[105],"models.":[112],"We\r\n\r\nalso":[113],"present":[114],"experiment":[116],"that":[117],"will":[118],"carried":[120],"validate":[123],"proposed":[125],"approach.":[126]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2017-08-31T00:00:00"}