{"id":"https://openalex.org/W4391164119","doi":"https://doi.org/10.1109/tetci.2024.3353592","title":"A Novel Fuzzy Feature Generation Approach for Happiness Prediction","display_name":"A Novel Fuzzy Feature Generation Approach for Happiness Prediction","publication_year":2024,"publication_date":"2024-01-24","ids":{"openalex":"https://openalex.org/W4391164119","doi":"https://doi.org/10.1109/tetci.2024.3353592"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2024.3353592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3353592","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-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/A5025410544","display_name":"Zongwen Fan","orcid":"https://orcid.org/0000-0002-7818-5637"},"institutions":[{"id":"https://openalex.org/I119045251","display_name":"Huaqiao University","ror":"https://ror.org/03frdh605","country_code":"CN","type":"education","lineage":["https://openalex.org/I119045251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongwen Fan","raw_affiliation_strings":["College of Computer Science and Technology, Huaqiao University, Xiamen, China","Xiamen Key Laboratory of Computer Vision and Pattern Recognition, Huaqiao University, Xiamen, China"],"raw_orcid":"https://orcid.org/0000-0002-7818-5637","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Huaqiao University, Xiamen, China","institution_ids":["https://openalex.org/I119045251"]},{"raw_affiliation_string":"Xiamen Key Laboratory of Computer Vision and Pattern Recognition, Huaqiao University, Xiamen, China","institution_ids":["https://openalex.org/I119045251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102974560","display_name":"Jin Gou","orcid":"https://orcid.org/0000-0001-6873-6389"},"institutions":[{"id":"https://openalex.org/I119045251","display_name":"Huaqiao University","ror":"https://ror.org/03frdh605","country_code":"CN","type":"education","lineage":["https://openalex.org/I119045251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Gou","raw_affiliation_strings":["College of Computer Science and Technology, Huaqiao University, Xiamen, China"],"raw_orcid":"https://orcid.org/0000-0001-6873-6389","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Huaqiao University, Xiamen, China","institution_ids":["https://openalex.org/I119045251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020016682","display_name":"Shaoyuan Weng","orcid":"https://orcid.org/0000-0003-3644-8029"},"institutions":[{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]},{"id":"https://openalex.org/I75867142","display_name":"Xiamen University of Technology","ror":"https://ror.org/01285e189","country_code":"CN","type":"education","lineage":["https://openalex.org/I75867142"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoyuan Weng","raw_affiliation_strings":["School of Software Engineering, Xiamen Institute of Software Technology, Xiamen, China"],"raw_orcid":"https://orcid.org/0000-0003-3644-8029","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Xiamen Institute of Software Technology, Xiamen, China","institution_ids":["https://openalex.org/I75867142","https://openalex.org/I4210128818"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.028,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.96046353,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"8","issue":"2","first_page":"1595","last_page":"1608"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10475","display_name":"Psychological Well-being and Life Satisfaction","score":0.9211000204086304,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10475","display_name":"Psychological Well-being and Life Satisfaction","score":0.9211000204086304,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/happiness","display_name":"Happiness","score":0.8178145885467529},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6582314968109131},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5406747460365295},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5406522154808044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5167233347892761},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38771387934684753},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37578994035720825},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36643141508102417},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.26862674951553345},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.09687617421150208},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.05545830726623535},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.0466192364692688}],"concepts":[{"id":"https://openalex.org/C2778999518","wikidata":"https://www.wikidata.org/wiki/Q8","display_name":"Happiness","level":2,"score":0.8178145885467529},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6582314968109131},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5406747460365295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5406522154808044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5167233347892761},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38771387934684753},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37578994035720825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36643141508102417},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.26862674951553345},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.09687617421150208},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.05545830726623535},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0466192364692688}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2024.3353592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3353592","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2039522540","https://openalex.org/W2065340646","https://openalex.org/W2090402550","https://openalex.org/W2134262590","https://openalex.org/W2295598076","https://openalex.org/W2778524499","https://openalex.org/W2792066999","https://openalex.org/W2807688062","https://openalex.org/W2900073090","https://openalex.org/W2912075857","https://openalex.org/W2943834037","https://openalex.org/W2982849379","https://openalex.org/W2995283634","https://openalex.org/W3000269310","https://openalex.org/W3001901357","https://openalex.org/W3006374320","https://openalex.org/W3015401422","https://openalex.org/W3019040395","https://openalex.org/W3033985070","https://openalex.org/W3087552978","https://openalex.org/W3094948551","https://openalex.org/W3106717751","https://openalex.org/W3115101806","https://openalex.org/W3120338070","https://openalex.org/W3129684848","https://openalex.org/W3166002592","https://openalex.org/W3169203486","https://openalex.org/W3173672122","https://openalex.org/W3182818745","https://openalex.org/W3209643567","https://openalex.org/W4224080595","https://openalex.org/W4224245326","https://openalex.org/W4225117496","https://openalex.org/W4244286985","https://openalex.org/W4281982154","https://openalex.org/W4285388004","https://openalex.org/W4302293024","https://openalex.org/W4317233757","https://openalex.org/W4381930452","https://openalex.org/W6755487665"],"related_works":["https://openalex.org/W2347830809","https://openalex.org/W3027220834","https://openalex.org/W2377373329","https://openalex.org/W2032086542","https://openalex.org/W4386390828","https://openalex.org/W162406202","https://openalex.org/W2349081792","https://openalex.org/W2384920399","https://openalex.org/W2958975824","https://openalex.org/W4229978117"],"abstract_inverted_index":{"Happiness":[0],"refers":[1],"to":[2,56,72,201],"an":[3],"emotional":[4],"state":[5],"of":[6,12,84,92,95,106,115,144,161,185],"well-being":[7],"and":[8,26,147,210],"contentment.":[9],"Accurate":[10],"prediction":[11,134],"happiness":[13,43,125,192,208],"is":[14,66],"important":[15],"for":[16,42,68,124,191],"people":[17,203],"in":[18,142,183],"promoting":[19],"a":[20,36,47,58,74,198,212],"healthy":[21],"lifestyle,":[22],"helping":[23],"reduce":[24],"stress,":[25],"enhancing":[27],"humans'":[28],"immune":[29],"system.":[30],"In":[31,78],"this":[32],"paper,":[33],"we":[34],"propose":[35],"novel":[37],"fuzzy":[38,48,59,96,109,163],"feature":[39,63,97,110],"generation":[40,111,164],"approach":[41],"prediction.":[44],"We":[45],"design":[46],"weighted":[49],"operation":[50],"based":[51,151],"on":[52,152],"the":[53,69,81,90,93,104,107,113,116,128,133,136,139,153,159,170,177,194],"IF-THEN":[54,85],"rules":[55],"generate":[57],"feature.":[60],"This":[61],"generated":[62],"(new":[64],"information)":[65],"added":[67],"model":[70],"training":[71],"achieve":[73],"more":[75,205],"accurate":[76],"model.":[77],"addition,":[79],"considering":[80],"high":[82],"interpretability":[83,91],"rules,":[86],"it":[87],"can":[88,121,179,196],"improve":[89],"process":[94],"generation.":[98],"Experimental":[99],"results":[100,168,178],"show":[101],"that":[102,176],"with":[103],"use":[105],"proposed":[108],"approach,":[112],"performance":[114,141,190],"used":[117],"machine":[118],"learning":[119],"models":[120],"be":[122,180,197],"improved":[123,182],"prediction,":[126,193],"outperforming":[127],"state-of-the-art":[129],"models.":[130],"Among":[131],"all":[132],"models,":[135],"FF-CatBoost":[137,195],"has":[138],"best":[140],"terms":[143,184],"accuracy":[145],"(62.75%)":[146],"F1-score":[148],"(66.63%).":[149],"Results":[150],"other":[154],"data":[155],"sets":[156],"also":[157],"confirm":[158,175],"effectiveness":[160],"our":[162],"approach.":[165],"The":[166],"statistical":[167],"from":[169],"Wilcoxon":[171],"rank-sum":[172],"test":[173],"further":[174],"significantly":[181],"accuracy.":[186],"With":[187],"its":[188],"excellent":[189],"useful":[199],"tool":[200],"help":[202],"know":[204],"about":[206],"their":[207],"status":[209],"live":[211],"happier":[213],"life.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
