{"id":"https://openalex.org/W4404030387","doi":"https://doi.org/10.1109/icccnt61001.2024.10724820","title":"MBTI Based Personality Prediction using Social Media Data","display_name":"MBTI Based Personality Prediction using Social Media Data","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404030387","doi":"https://doi.org/10.1109/icccnt61001.2024.10724820"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10724820","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724820","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th 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/A5111727218","display_name":"R Prasanna Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"R Prasanna Kumar","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085076730","display_name":"G Bharathi Mohan","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"G Bharathi Mohan","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109725159","display_name":"M Rithani","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M Rithani","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102925263","display_name":"Gundala Pallavi","orcid":"https://orcid.org/0009-0007-0957-6910"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gundala Pallavi","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing,Department of Computer Science and Engineering,Chennai,India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5111727218"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":6.2718,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96527075,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13161","display_name":"Ideological and Political Education","score":0.7760999798774719,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13161","display_name":"Ideological and Political Education","score":0.7760999798774719,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.691100001335144,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.6629999876022339,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6403604745864868},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.6351702809333801},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6017487049102783},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2628435492515564},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.18260309100151062},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15566429495811462}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6403604745864868},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.6351702809333801},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6017487049102783},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2628435492515564},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.18260309100151062},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15566429495811462}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10724820","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724820","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2002715976","https://openalex.org/W2901273918","https://openalex.org/W2941555166","https://openalex.org/W2949615625","https://openalex.org/W2982468703","https://openalex.org/W3010940849","https://openalex.org/W3089027026","https://openalex.org/W3093184726","https://openalex.org/W3165022283","https://openalex.org/W3176055741","https://openalex.org/W3199869264","https://openalex.org/W3200510312","https://openalex.org/W3213261539","https://openalex.org/W4200357801","https://openalex.org/W4245787400","https://openalex.org/W6769211780"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Existing":[0],"methods":[1],"for":[2,170],"assessing":[3],"an":[4],"individual\u2019s":[5],"personality":[6,27,44,55,70,84],"are":[7,110],"very":[8,15],"cumbersome":[9],"due":[10,19,32],"to":[11,20,33,94,127,166,178],"those":[12,142],"tests":[13],"being":[14],"monotonous":[16],"and":[17,69,79,96,137,155,172],"erroneous":[18],"a":[21,42,61,72,87],"self-report":[22],"bias.":[23],"Whereas":[24],"data-driven,":[25],"automatic":[26],"deduction":[28],"raises":[29],"privacy":[30],"concern":[31],"them":[34],"needing":[35],"external":[36],"personal":[37],"information.":[38],"In":[39],"our":[40,139],"model,":[41],"person\u2019s":[43],"can":[45,76,81,163,174],"be":[46,77,164],"classified":[47],"based":[48],"on":[49,66],"the":[50,58,83,98,102,108,124,129,147,157],"16":[51],"categories":[52],"of":[53,60,64,86,149,182],"Myers-Briggs":[54],"types.":[56],"With":[57],"availability":[59],"huge":[62],"amount":[63],"data":[65,140],"human":[67],"behavior":[68],"traits,":[71],"machine":[73,134,152],"learning":[74,135,153],"model":[75],"trained,":[78],"it":[80],"predict":[82],"trait":[85],"person.":[88],"A":[89],"MBTI":[90],"dataset":[91],"is":[92],"used":[93,118,123,165],"analyze":[95],"train":[97],"model.":[99,160],"Upon":[100],"analyzing":[101],"dataset,":[103],"we":[104,117,122,145],"found":[105],"out":[106],"that":[107],"classes":[109],"not":[111],"balanced.":[112],"To":[113],"overcome":[114],"this":[115,176],"problem,":[116],"binary":[119],"classification.":[120],"Next,":[121],"NLTK":[125],"library":[126],"pre-process":[128],"data.":[130],"We":[131],"selected":[132],"four":[133,150],"models":[136,154],"trained":[138],"in":[141],"models.":[143],"Furthermore,":[144],"compared":[146],"results":[148],"different":[151],"chose":[156],"most":[158],"accurate":[159],"This":[161],"research":[162,177],"personalize":[167],"advertisements,":[168],"coaching":[169],"students":[171],"companies":[173],"use":[175],"attract":[179],"specific":[180],"types":[181],"audience.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}