{"id":"https://openalex.org/W7139956416","doi":"https://doi.org/10.1016/j.procs.2026.01.088","title":"Personalized-BERT: Personalized Emoji Prediction Framework Using Emotion, and User Preferences, and Personality","display_name":"Personalized-BERT: Personalized Emoji Prediction Framework Using Emotion, and User Preferences, and Personality","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7139956416","doi":"https://doi.org/10.1016/j.procs.2026.01.088"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2026.01.088","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.01.088","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2026.01.088","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130235621","display_name":"Mariam Gaafar","orcid":null},"institutions":[{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mariam Gaafar","raw_affiliation_strings":["The American University in Cairo"],"affiliations":[{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058725522","display_name":"Ahmed Rafea","orcid":"https://orcid.org/0000-0001-8109-1845"},"institutions":[{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Rafea","raw_affiliation_strings":["The American University in Cairo"],"affiliations":[{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130241638","display_name":"Alia El-Bolock","orcid":null},"institutions":[{"id":"https://openalex.org/I80693520","display_name":"American University in Cairo","ror":"https://ror.org/0176yqn58","country_code":"EG","type":"education","lineage":["https://openalex.org/I80693520"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Alia El-Bolock","raw_affiliation_strings":["The American University in Cairo"],"affiliations":[{"raw_affiliation_string":"The American University in Cairo","institution_ids":["https://openalex.org/I80693520"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5130235621"],"corresponding_institution_ids":["https://openalex.org/I80693520"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93552197,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"275","issue":null,"first_page":"762","last_page":"770"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.6179999709129333,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.6179999709129333,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.16040000319480896,"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/T13155","display_name":"Digital Communication and Language","score":0.0868000015616417,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/emoji","display_name":"Emoji","score":0.8320000171661377},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.5950999855995178},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.3425000011920929},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.28189998865127563}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8984000086784363},{"id":"https://openalex.org/C2779247141","wikidata":"https://www.wikidata.org/wiki/Q1049294","display_name":"Emoji","level":3,"score":0.8320000171661377},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.5950999855995178},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4738999903202057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47290000319480896},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.40070000290870667},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.3425000011920929},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3100999891757965},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.29510000348091125},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2784000039100647},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2549000084400177},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2026.01.088","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.01.088","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2026.01.088","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.01.088","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2033642053","https://openalex.org/W2109712306","https://openalex.org/W2593204350","https://openalex.org/W2740582239","https://openalex.org/W2999309750","https://openalex.org/W3033083301","https://openalex.org/W3127480902","https://openalex.org/W4213038860","https://openalex.org/W4284701822","https://openalex.org/W4393155104"],"related_works":[],"abstract_inverted_index":{"Emojis":[0],"are":[1],"used":[2],"in":[3,85,89,123],"text":[4],"to":[5,83,114],"convey":[6],"emotion,":[7,42,61],"express":[8],"individual":[9],"style,":[10],"and":[11,29,45,64,87],"reflect":[12],"personality.":[13,66],"Existing":[14],"emoji":[15,49,56],"prediction":[16,57],"frameworks":[17],"depend":[18],"on":[19,48,102],"textual":[20],"embeddings":[21],"while":[22],"overlooking":[23],"features":[24],"such":[25],"as":[26],"user":[27,65],"behavior,":[28],"conversation":[30],"context.":[31],"This":[32],"paper":[33],"provides":[34],"a":[35,54,94],"comprehensive":[36],"analysis":[37],"of":[38,41,81],"the":[39,71,75,110,116],"impact":[40],"usage":[43,62],"patterns,":[44],"personality":[46],"traits":[47],"prediction.":[50],"Additionally,":[51],"it":[52],"presents":[53],"personalized":[55,111],"framework":[58,73],"that":[59,70,98],"integrates":[60],"patterns":[63],"Experimental":[67],"results":[68],"show":[69],"proposed":[72],"outperforms":[74],"baseline":[76,117],"text-only":[77,118],"model,":[78,119],"achieving":[79],"gains":[80],"up":[82],"2%":[84],"accuracy":[86],"3%":[88],"precision.":[90],"Furthermore,":[91],"we":[92],"introduce":[93],"semantic":[95,104],"evaluation":[96,108],"approach":[97],"groups":[99],"emojis":[100],"based":[101],"their":[103],"similarity.":[105],"Using":[106],"this":[107],"approach,":[109],"model":[112],"continues":[113],"outperform":[115],"confirming":[120],"its":[121],"effectiveness":[122],"providing":[124],"more":[125],"semantically":[126],"relevant":[127],"emojis.":[128]},"counts_by_year":[],"updated_date":"2026-03-22T06:25:25.174409","created_date":"2026-03-21T00:00:00"}