{"id":"https://openalex.org/W4312747259","doi":"https://doi.org/10.1109/icccnt54827.2022.9984495","title":"Personality Prediction from Twitter Dataset using Machine Learning","display_name":"Personality Prediction from Twitter Dataset using Machine Learning","publication_year":2022,"publication_date":"2022-10-03","ids":{"openalex":"https://openalex.org/W4312747259","doi":"https://doi.org/10.1109/icccnt54827.2022.9984495"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt54827.2022.9984495","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt54827.2022.9984495","pdf_url":null,"source":{"id":"https://openalex.org/S4363607876","display_name":"2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5019798437","display_name":"Md. Thoufiq Zumma","orcid":null},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Md. Thoufiq Zumma","raw_affiliation_strings":["Daffodil International University,Department of CSE,Dhaka,Bangladesh","Department of CSE, Daffodil International University, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Daffodil International University,Department of CSE,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Department of CSE, Daffodil International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091676785","display_name":"Jerin Akther Munia","orcid":null},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Jerin Akther Munia","raw_affiliation_strings":["Daffodil International University,Department of CSE,Dhaka,Bangladesh","Department of CSE, Daffodil International University, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Daffodil International University,Department of CSE,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Department of CSE, Daffodil International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036430524","display_name":"Dipankar Halder","orcid":null},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Dipankar Halder","raw_affiliation_strings":["Daffodil International University,Department of CSE,Dhaka,Bangladesh","Department of CSE, Daffodil International University, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Daffodil International University,Department of CSE,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Department of CSE, Daffodil International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008419984","display_name":"Md. Sadekur Rahman","orcid":"https://orcid.org/0000-0001-6644-3822"},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Sadekur Rahman","raw_affiliation_strings":["Daffodil International University,Department of CSE,Dhaka,Bangladesh","Department of CSE, Daffodil International University, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Daffodil International University,Department of CSE,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Department of CSE, Daffodil International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019798437"],"corresponding_institution_ids":["https://openalex.org/I200606013"],"apc_list":null,"apc_paid":null,"fwci":10.3859,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.97372742,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11040","display_name":"Personality Traits and Psychology","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T11040","display_name":"Personality Traits and Psychology","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12488","display_name":"Mental Health via Writing","score":0.984000027179718,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7049756050109863},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6491890549659729},{"id":"https://openalex.org/keywords/lexical-analysis","display_name":"Lexical analysis","score":0.6352487206459045},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.6076499819755554},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5683699250221252},{"id":"https://openalex.org/keywords/extraversion-and-introversion","display_name":"Extraversion and introversion","score":0.5456713438034058},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5163642168045044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5159512162208557},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4178842604160309},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.41771772503852844},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.3643525242805481},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24669158458709717},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.15257605910301208}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7049756050109863},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6491890549659729},{"id":"https://openalex.org/C176982825","wikidata":"https://www.wikidata.org/wiki/Q835922","display_name":"Lexical analysis","level":2,"score":0.6352487206459045},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.6076499819755554},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5683699250221252},{"id":"https://openalex.org/C127816348","wikidata":"https://www.wikidata.org/wiki/Q127588","display_name":"Extraversion and introversion","level":4,"score":0.5456713438034058},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5163642168045044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5159512162208557},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4178842604160309},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.41771772503852844},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.3643525242805481},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24669158458709717},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.15257605910301208}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt54827.2022.9984495","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt54827.2022.9984495","pdf_url":null,"source":{"id":"https://openalex.org/S4363607876","display_name":"2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W345718858","https://openalex.org/W1578622023","https://openalex.org/W2119595472","https://openalex.org/W2144270034","https://openalex.org/W2250238316","https://openalex.org/W2532755691","https://openalex.org/W2586682968","https://openalex.org/W2605569534","https://openalex.org/W2605592668","https://openalex.org/W2774157693","https://openalex.org/W2778210192","https://openalex.org/W2807032982","https://openalex.org/W2896018557","https://openalex.org/W2900516860","https://openalex.org/W2902925346","https://openalex.org/W2973258416","https://openalex.org/W4231760770","https://openalex.org/W6608943589","https://openalex.org/W6611681715","https://openalex.org/W6733364741","https://openalex.org/W6735972107"],"related_works":["https://openalex.org/W4386014872","https://openalex.org/W4361193986","https://openalex.org/W1847536016","https://openalex.org/W4385198881","https://openalex.org/W4292346028","https://openalex.org/W2725310424","https://openalex.org/W2725819595","https://openalex.org/W4282591925","https://openalex.org/W2963023579","https://openalex.org/W2766198569"],"abstract_inverted_index":{"The":[0,36,117],"term":[1],"\"personality\"":[2],"refers":[3],"to":[4,13,87],"the":[5,67,128,134,144],"combination":[6],"of":[7,50,53,58],"characteristics":[8],"and":[9,22,77,113,140],"attributes":[10],"that":[11,133],"contribute":[12],"an":[14,32,56],"individual\u2019s":[15,33],"distinct":[16],"personality,":[17],"such":[18],"as":[19],"thinking,":[20],"emotion,":[21],"behavior.":[23],"Texts":[24],"on":[25],"social":[26],"networking":[27],"sites":[28],"can":[29],"automatically":[30],"detect":[31],"personality":[34,64],"qualities.":[35],"Myers-Briggs":[37],"Type":[38],"Indicator":[39],"(MBTI)":[40],"dataset":[41],"is":[42],"being":[43],"used":[44],"in":[45],"our":[46,93],"research":[47],"paper,":[48],"consisting":[49],"16":[51],"categories":[52],"postings":[54],"with":[55,122],"amount":[57],"8675":[59],"posts.":[60],"We":[61,80],"classified":[62],"four":[63],"traits":[65],"from":[66],"input":[68],"text,":[69],"namely":[70],"Introversion-Extroversion":[71],"(I-E),":[72],"Intuitions-Sensing":[73],"(N-S),":[74],"Feeling-Thinking":[75],"(F-T),":[76],"Judging-Perceiving":[78],"(J-P).":[79],"have":[81],"initially":[82],"adopted":[83],"several":[84],"preprocessing":[85,99],"techniques":[86],"fit":[88],"these":[89],"text":[90],"data":[91],"into":[92],"proposed":[94],"machine":[95],"learning":[96],"model.":[97],"Text":[98],"methods":[100],"include":[101],"tokenization,":[102],"word":[103],"stemming,":[104],"stop":[105],"words":[106],"deletion.":[107],"After":[108,126],"preprocessing,":[109],"features":[110],"like":[111],"tf-idf":[112],"countvector":[114],"were":[115],"extracted.":[116],"model":[118],"was":[119,131],"then":[120],"trained":[121],"six":[123],"state-of-the-arts":[124],"classifiers.":[125],"evaluating":[127],"model,":[129],"it":[130],"found":[132],"SVM":[135],"outperformed":[136],"all":[137],"other":[138,145],"classifiers":[139],"proved":[141],"better":[142],"than":[143],"existing":[146],"works":[147],"also.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4}],"updated_date":"2026-01-26T23:06:41.788003","created_date":"2025-10-10T00:00:00"}
