{"id":"https://openalex.org/W3089027026","doi":"https://doi.org/10.1145/3523749","title":"My Tweets Bring All the Traits to the Yard: Predicting Personality and Relational Traits in Online Social Networks","display_name":"My Tweets Bring All the Traits to the Yard: Predicting Personality and Relational Traits in Online Social Networks","publication_year":2022,"publication_date":"2022-05-20","ids":{"openalex":"https://openalex.org/W3089027026","doi":"https://doi.org/10.1145/3523749","mag":"3089027026"},"language":"en","primary_location":{"id":"doi:10.1145/3523749","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3523749","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3523749","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3523749","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084714017","display_name":"Dimitra Karanatsiou","orcid":"https://orcid.org/0000-0001-8622-1338"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Dimitra Karanatsiou","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0001-8622-1338","affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088492981","display_name":"Pavlos Sermpezis","orcid":"https://orcid.org/0000-0003-2129-977X"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Pavlos Sermpezis","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0003-2129-977X","affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031120441","display_name":"Dritjon Gruda","orcid":"https://orcid.org/0000-0002-8315-0826"},"institutions":[{"id":"https://openalex.org/I157286207","display_name":"National University of Ireland, Maynooth","ror":"https://ror.org/048nfjm95","country_code":"IE","type":"education","lineage":["https://openalex.org/I157286207"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Dritjon Gruda","raw_affiliation_strings":["National University Ireland Maynooth, Maynooth, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-8315-0826","affiliations":[{"raw_affiliation_string":"National University Ireland Maynooth, Maynooth, Ireland","institution_ids":["https://openalex.org/I157286207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085586269","display_name":"Konstantinos Kafetsios","orcid":"https://orcid.org/0000-0001-5933-4409"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Kafetsios","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0001-5933-4409","affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027562025","display_name":"Ilias Dimitriadis","orcid":"https://orcid.org/0000-0003-1336-6960"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ilias Dimitriadis","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0003-1336-6960","affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002623428","display_name":"Athena Vakali","orcid":"https://orcid.org/0000-0002-0666-6984"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Athena Vakali","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0002-0666-6984","affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5084714017"],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":5.3866,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.96193057,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"16","issue":"2","first_page":"1","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11040","display_name":"Personality Traits and Psychology","score":0.9983000159263611,"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":0.9983000159263611,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.7680976390838623},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.7613799571990967},{"id":"https://openalex.org/keywords/trait","display_name":"Trait","score":0.5817122459411621},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4942789077758789},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4756060242652893},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4015812575817108},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3775308132171631},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3313719928264618},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32524359226226807},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2192961871623993}],"concepts":[{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.7680976390838623},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.7613799571990967},{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.5817122459411621},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4942789077758789},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4756060242652893},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4015812575817108},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3775308132171631},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3313719928264618},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32524359226226807},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2192961871623993},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3523749","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3523749","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3523749","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"},{"id":"pmh:oai:mural.maynoothuniversity.ie:17628","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196372","display_name":"MURAL - Maynooth University Research Archive Library (National University of Ireland, Maynooth)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I157286207","host_organization_name":"National University of Ireland, Maynooth","host_organization_lineage":["https://openalex.org/I157286207"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.1145/3523749","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3523749","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3523749","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6200000047683716,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G273970612","display_name":null,"funder_award_id":"875329","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G3001158976","display_name":"A Collective Intelligence Platform to Support Cancer Champions","funder_award_id":"875329","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4937468798","display_name":null,"funder_award_id":"H2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3089027026.pdf","grobid_xml":"https://content.openalex.org/works/W3089027026.grobid-xml"},"referenced_works_count":83,"referenced_works":["https://openalex.org/W180097926","https://openalex.org/W1480266562","https://openalex.org/W1521626219","https://openalex.org/W1523388120","https://openalex.org/W1641003075","https://openalex.org/W1720881856","https://openalex.org/W1739148636","https://openalex.org/W1928031482","https://openalex.org/W1962266374","https://openalex.org/W1965803289","https://openalex.org/W1966530845","https://openalex.org/W1967097368","https://openalex.org/W1968681351","https://openalex.org/W1973871257","https://openalex.org/W1974073092","https://openalex.org/W1974433639","https://openalex.org/W1978394996","https://openalex.org/W1993081839","https://openalex.org/W2014013777","https://openalex.org/W2015476624","https://openalex.org/W2036968512","https://openalex.org/W2039779211","https://openalex.org/W2042049661","https://openalex.org/W2043407490","https://openalex.org/W2062743812","https://openalex.org/W2067266759","https://openalex.org/W2067602165","https://openalex.org/W2089844253","https://openalex.org/W2090191000","https://openalex.org/W2098046791","https://openalex.org/W2099982246","https://openalex.org/W2101746535","https://openalex.org/W2113166392","https://openalex.org/W2118459787","https://openalex.org/W2131238894","https://openalex.org/W2134951257","https://openalex.org/W2135604788","https://openalex.org/W2137351972","https://openalex.org/W2149202561","https://openalex.org/W2153266959","https://openalex.org/W2159316671","https://openalex.org/W2184556183","https://openalex.org/W2189625117","https://openalex.org/W2263093675","https://openalex.org/W2339881364","https://openalex.org/W2404480901","https://openalex.org/W2408780034","https://openalex.org/W2411864471","https://openalex.org/W2469503883","https://openalex.org/W2532755691","https://openalex.org/W2544158810","https://openalex.org/W2569412929","https://openalex.org/W2606411279","https://openalex.org/W2621532439","https://openalex.org/W2724979498","https://openalex.org/W2737017084","https://openalex.org/W2737819065","https://openalex.org/W2741033833","https://openalex.org/W2750235144","https://openalex.org/W2761179920","https://openalex.org/W2763585929","https://openalex.org/W2805744755","https://openalex.org/W2878167076","https://openalex.org/W2885654071","https://openalex.org/W2896018557","https://openalex.org/W2911964244","https://openalex.org/W2915177913","https://openalex.org/W2930805457","https://openalex.org/W2940083334","https://openalex.org/W2952490207","https://openalex.org/W2963294679","https://openalex.org/W2966042928","https://openalex.org/W3009988853","https://openalex.org/W3011685505","https://openalex.org/W3046082395","https://openalex.org/W3112294936","https://openalex.org/W3124484778","https://openalex.org/W3162221811","https://openalex.org/W4231760770","https://openalex.org/W4288601873","https://openalex.org/W4300821084","https://openalex.org/W6834106623","https://openalex.org/W7058139890"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2477995101","https://openalex.org/W4256036313","https://openalex.org/W2186506319","https://openalex.org/W2157908879","https://openalex.org/W3125957671","https://openalex.org/W2767446002","https://openalex.org/W2898389145","https://openalex.org/W1966488223","https://openalex.org/W2796384540"],"abstract_inverted_index":{"Users":[0],"in":[1,35,79,87,147,161],"Online":[2],"Social":[3],"Networks":[4],"(OSNs,)":[5],"leave":[6],"traces":[7,17],"that":[8,81,101,127,200],"reflect":[9],"their":[10],"personality":[11,38,51,77,91,154,214],"characteristics.":[12],"The":[13,138,219],"study":[14,64],"of":[15,61,106,118,131,171],"these":[16],"is":[18,142],"important":[19],"for":[20,75,109,226],"several":[21],"fields,":[22],"such":[23],"as":[24],"social":[25,189],"science,":[26],"psychology,":[27],"marketing,":[28],"and":[29,53,112,156,185,191,216,233],"others.":[30],"Despite":[31],"a":[32,72,97,103,123,223],"marked":[33],"increase":[34],"research":[36,221,228],"on":[37,41,49,134,178,188,210,229],"prediction":[39,73],"based":[40,133],"online":[42],"behavior,":[43,110],"the":[44,115,135,169,201],"focus":[45],"has":[46],"been":[47],"heavily":[48],"individual":[50],"traits,":[52],"by":[54,70,144,208],"doing":[55],"so,":[56],"largely":[57],"neglects":[58],"relational":[59],"facets":[60,155],"personality.":[62],"This":[63],"aims":[65],"to":[66,158],"address":[67],"this":[68,172],"gap":[69],"providing":[71],"model":[74,126,140,177],"holistic":[76],"profiling":[78],"OSNs":[80],"includes":[82],"socio-relational":[83],"traits":[84,215],"(attachment":[85],"orientations)":[86],"combination":[88],"with":[89,163],"standard":[90],"traits.":[92],"Specifically,":[93],"we":[94,121,174],"first":[95],"designed":[96,122],"feature":[98],"engineering":[99],"methodology":[100],"extracts":[102],"wide":[104],"range":[105],"features":[107],"(accounting":[108],"language,":[111],"emotions)":[113],"from":[114],"OSN":[116,183,230],"accounts":[117],"users.":[119],"Subsequently,":[120],"machine":[124],"learning":[125],"predicts":[128],"trait":[129],"scores":[130],"users":[132,184],"extracted":[136],"features.":[137],"proposed":[139],"architecture":[141],"inspired":[143],"characteristics":[145],"embedded":[146],"psychology;":[148],"i.e,":[149],"it":[150],"utilizes":[151],"interrelations":[152],"among":[153],"leads":[157],"increased":[159],"accuracy":[160],"comparison":[162],"other":[164],"state-of-the-art":[165],"approaches.":[166],"To":[167],"demonstrate":[168,199],"usefulness":[170],"approach,":[173],"applied":[175],"our":[176],"two":[179,202],"datasets,":[180],"namely":[181],"regular":[182],"opinion":[186],"leaders":[187],"media,":[190],"contrast":[192],"both":[193,211],"samples\u2019":[194],"psychological":[195],"profiles.":[196],"Our":[197],"findings":[198],"groups":[203],"can":[204],"be":[205],"clearly":[206],"separated":[207],"focusing":[209],"Big":[212],"Five":[213],"attachment":[217],"orientations.":[218],"presented":[220],"provides":[222],"promising":[224],"avenue":[225],"future":[227],"user":[231],"characterization":[232],"classification.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}