{"id":"https://openalex.org/W4400738094","doi":"https://doi.org/10.1007/s41060-024-00607-9","title":"Towards a cyberbullying detection approach: fine-tuned contrastive self-supervised learning for data augmentation","display_name":"Towards a cyberbullying detection approach: fine-tuned contrastive self-supervised learning for data augmentation","publication_year":2024,"publication_date":"2024-07-17","ids":{"openalex":"https://openalex.org/W4400738094","doi":"https://doi.org/10.1007/s41060-024-00607-9"},"language":"en","primary_location":{"id":"doi:10.1007/s41060-024-00607-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41060-024-00607-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41060-024-00607-9.pdf","source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s41060-024-00607-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091302118","display_name":"Lulwah M. Al-Harigy","orcid":null},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]},{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB","SA"],"is_corresponding":true,"raw_author_name":"Lulwah M. Al-Harigy","raw_affiliation_strings":["Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia","School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]},{"raw_affiliation_string":"School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103263710","display_name":"Hana Al-Nuaim","orcid":null},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hana A. Al-Nuaim","raw_affiliation_strings":["Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082362331","display_name":"Naghmeh Moradpoor","orcid":"https://orcid.org/0000-0002-8709-2678"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Naghmeh Moradpoor","raw_affiliation_strings":["School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044811454","display_name":"Zhiyuan Tan","orcid":"https://orcid.org/0000-0001-5420-2554"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhiyuan Tan","raw_affiliation_strings":["School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091302118"],"corresponding_institution_ids":["https://openalex.org/I185163786","https://openalex.org/I251738"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":1.7011,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.85947432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"19","issue":"3","first_page":"469","last_page":"490"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9998999834060669,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9998999834060669,"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/T10485","display_name":"Bullying, Victimization, and Aggression","score":0.9394000172615051,"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/computer-science","display_name":"Computer science","score":0.8142951726913452},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.7141651511192322},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6197421550750732},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5995863080024719},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.5734211206436157},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5722195506095886},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5484925508499146},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.5119560956954956},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.48294538259506226},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4404960572719574},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.4337078630924225},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42539167404174805},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.4106150269508362},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12694278359413147}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8142951726913452},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.7141651511192322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6197421550750732},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5995863080024719},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.5734211206436157},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5722195506095886},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5484925508499146},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5119560956954956},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.48294538259506226},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4404960572719574},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.4337078630924225},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42539167404174805},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.4106150269508362},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12694278359413147},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41060-024-00607-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41060-024-00607-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41060-024-00607-9.pdf","source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s41060-024-00607-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41060-024-00607-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41060-024-00607-9.pdf","source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400738094.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2566248692","https://openalex.org/W2896457183","https://openalex.org/W2922580172","https://openalex.org/W2962977603","https://openalex.org/W2974614038","https://openalex.org/W2998069555","https://openalex.org/W3005680577","https://openalex.org/W3026732421","https://openalex.org/W3034999214","https://openalex.org/W3048911294","https://openalex.org/W3082701951","https://openalex.org/W3087432510","https://openalex.org/W3098614582","https://openalex.org/W3115245508","https://openalex.org/W3115295967","https://openalex.org/W3115903740","https://openalex.org/W3116673362","https://openalex.org/W3117614783","https://openalex.org/W3128060799","https://openalex.org/W3156636935","https://openalex.org/W3173628907","https://openalex.org/W3173783447","https://openalex.org/W3184156786","https://openalex.org/W3186778784","https://openalex.org/W3186804201","https://openalex.org/W3201915713","https://openalex.org/W4221166731","https://openalex.org/W4226476842","https://openalex.org/W4283454882","https://openalex.org/W4283802608","https://openalex.org/W4287890927","https://openalex.org/W4304700932","https://openalex.org/W4316021527","https://openalex.org/W4318147828","https://openalex.org/W4319299828","https://openalex.org/W4380302097"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2030816003","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W4239992647","https://openalex.org/W2150013480","https://openalex.org/W1554458299"],"abstract_inverted_index":{"Abstract":[0],"Cyberbullying":[1],"on":[2,106],"social":[3],"media":[4],"platforms":[5],"is":[6,117],"pervasive":[7],"and":[8,16,44,55,64,89],"challenging":[9],"to":[10,13,47],"detect":[11],"due":[12],"linguistic":[14],"subtleties":[15],"the":[17,49,65,74],"need":[18],"for":[19],"extensive":[20],"data":[21,45,78],"annotation.":[22],"We":[23],"introduce":[24],"a":[25,34,40,95,99],"Deep":[26],"Contrastive":[27],"Self-Supervised":[28],"Learning":[29],"(DCSSL)":[30],"model":[31,59,93],"that":[32],"integrates":[33],"Natural":[35],"Language":[36],"Inference":[37],"(NLI)":[38],"dataset,":[39],"fine-tuned":[41],"sentence":[42],"encoder,":[43],"augmentation":[46],"enhance":[48],"understanding":[50],"of":[51,76,104],"cyberbullying's":[52],"nuanced":[53],"semantics":[54],"offensiveness.":[56],"The":[57],"DCSSL":[58],"effectively":[60],"captures":[61],"contextual":[62],"dependencies":[63],"varied":[66],"semantic":[67],"implications":[68],"inherent":[69],"in":[70,112],"cyberbullying":[71,107],"instances,":[72],"addressing":[73],"limitations":[75],"manual":[77,115],"annotation":[79,116],"processes":[80],"when":[81],"compared":[82],"against":[83],"established":[84],"models":[85],"such":[86],"as":[87],"BERT":[88],"Bi-LSTM.":[90],"Our":[91],"proposed":[92],"registers":[94],"significant":[96],"improvement,":[97],"achieving":[98],"macro":[100],"average":[101],"F1":[102],"score":[103],"0.9231":[105],"datasets,":[108],"highlighting":[109],"its":[110],"applicability":[111],"environments":[113],"where":[114],"impractical":[118],"or":[119],"unavailable.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
