{"id":"https://openalex.org/W4411937352","doi":"https://doi.org/10.24076/joism.2025v7i1.2132","title":"OPTIMALISASI ANALISIS UJARAN KEBENCIAN ULASAN E-COMMERCE BERBASIS BERT DAN FAISS","display_name":"OPTIMALISASI ANALISIS UJARAN KEBENCIAN ULASAN E-COMMERCE BERBASIS BERT DAN FAISS","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4411937352","doi":"https://doi.org/10.24076/joism.2025v7i1.2132"},"language":"id","primary_location":{"id":"doi:10.24076/joism.2025v7i1.2132","doi":"https://doi.org/10.24076/joism.2025v7i1.2132","is_oa":true,"landing_page_url":"https://doi.org/10.24076/joism.2025v7i1.2132","pdf_url":"https://jurnal.amikom.ac.id/index.php/joism/article/download/2132/759","source":{"id":"https://openalex.org/S4210238076","display_name":"Journal of Information System Management (JOISM)","issn_l":"2715-3088","issn":["2715-3088"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404669536","host_organization_name":"University of Amikom Yogyakarta","host_organization_lineage":["https://openalex.org/P4404669536"],"host_organization_lineage_names":["University of Amikom Yogyakarta"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information System Management (JOISM)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jurnal.amikom.ac.id/index.php/joism/article/download/2132/759","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091638782","display_name":"Raissa Camilla Maringka","orcid":"https://orcid.org/0009-0000-9198-599X","observed_orcids":["https://orcid.org/0009-0000-9198-599X"]},"institutions":[{"id":"https://openalex.org/I3129536290","display_name":"Klabat University","ror":"https://ror.org/0020kf976","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129536290"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Raissa Camilla Maringka","raw_affiliation_strings":["Universitas Klabat"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Klabat","institution_ids":["https://openalex.org/I3129536290"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117257343","display_name":"Reynard Justino Nehemia Makarawung","orcid":"https://orcid.org/0009-0008-6696-3498","observed_orcids":["https://orcid.org/0009-0008-6696-3498"]},"institutions":[{"id":"https://openalex.org/I3133415027","display_name":"University of Bunda Mulia","ror":"https://ror.org/00vb9c215","country_code":"ID","type":"education","lineage":["https://openalex.org/I3133415027"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Reynard Justino Nehemia Makarawung","raw_affiliation_strings":["Universitas Bunda Mulia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Bunda Mulia","institution_ids":["https://openalex.org/I3133415027"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2446,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50069465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"7","issue":"1","first_page":"127","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9994999766349792,"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":0.9994999766349792,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.00019999999494757503,"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/T10028","display_name":"Topic Modeling","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hate-speech-detection","display_name":"hate speech detection","score":0.8999999761581421},{"id":"https://openalex.org/keywords/online-consumer-reviews","display_name":"online customer reviews","score":0.9309999942779541},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.8939999938011169},{"id":"https://openalex.org/keywords/faiss","display_name":"FAISS","score":0.9909999966621399},{"id":"https://openalex.org/keywords/vector-search","display_name":"vector search","score":0.9300000071525574},{"id":"https://openalex.org/keywords/implicit-hate-speech","display_name":"implicit hate speech","score":0.8009999990463257},{"id":"https://openalex.org/keywords/colloquial-speech","display_name":"colloquial language","score":0.6309999823570251}],"concepts":[{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.5071344375610352},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.43086516857147217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34465688467025757}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24076/joism.2025v7i1.2132","doi":"https://doi.org/10.24076/joism.2025v7i1.2132","is_oa":true,"landing_page_url":"https://doi.org/10.24076/joism.2025v7i1.2132","pdf_url":"https://jurnal.amikom.ac.id/index.php/joism/article/download/2132/759","source":{"id":"https://openalex.org/S4210238076","display_name":"Journal of Information System Management (JOISM)","issn_l":"2715-3088","issn":["2715-3088"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404669536","host_organization_name":"University of Amikom Yogyakarta","host_organization_lineage":["https://openalex.org/P4404669536"],"host_organization_lineage_names":["University of Amikom Yogyakarta"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information System Management (JOISM)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.24076/joism.2025v7i1.2132","doi":"https://doi.org/10.24076/joism.2025v7i1.2132","is_oa":true,"landing_page_url":"https://doi.org/10.24076/joism.2025v7i1.2132","pdf_url":"https://jurnal.amikom.ac.id/index.php/joism/article/download/2132/759","source":{"id":"https://openalex.org/S4210238076","display_name":"Journal of Information System Management (JOISM)","issn_l":"2715-3088","issn":["2715-3088"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4404669536","host_organization_name":"University of Amikom Yogyakarta","host_organization_lineage":["https://openalex.org/P4404669536"],"host_organization_lineage_names":["University of Amikom Yogyakarta"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information System Management (JOISM)","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411937352.pdf","grobid_xml":"https://content.openalex.org/works/W4411937352.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W3133204183","https://openalex.org/W4392014912","https://openalex.org/W4415124086","https://openalex.org/W7164415333"],"related_works":["https://openalex.org/W7124953392","https://openalex.org/W7125547213","https://openalex.org/W7215815866","https://openalex.org/W7219176119","https://openalex.org/W4415740543","https://openalex.org/W7219165111","https://openalex.org/W4412062688","https://openalex.org/W4413894089","https://openalex.org/W7172390770","https://openalex.org/W7216686852"],"abstract_inverted_index":{"Ujaran":[0],"kebencian":[1,21,50,142],"dalam":[2,27],"ulasan":[3,52,64,78],"aplikasi":[4,53,144],"e-commerce":[5,54],"dapat":[6,137],"merusak":[7],"reputasi":[8],"platform":[9],"dan":[10,26,58,84,99,134],"menurunkan":[11],"kepercayaan":[12],"pengguna.":[13],"Masalah":[14],"utama":[15],"yang":[16,22,65,109],"dihadapi":[17],"adalah":[18],"banyaknya":[19],"ujaran":[20,49,141],"disampaikan":[23],"secara":[24],"implisit":[25],"bentuk":[28],"bahasa":[29],"informal,":[30],"sehingga":[31,71],"sulit":[32],"dideteksi":[33],"menggunakan":[34,82],"pendekatan":[35],"berbasis":[36,61],"kata":[37],"kunci":[38],"atau":[39],"metode":[40],"klasifikasi":[41,140],"tradisional.":[42],"Penelitian":[43,128],"ini":[44,129],"bertujuan":[45],"untuk":[46,89],"mengoptimalkan":[47,138],"deteksi":[48],"pada":[51,143],"dengan":[55,87],"menggabungkan":[56],"BERT":[57,83,98,107,126,133],"vector":[59,135],"search":[60,136],"FAISS.":[62],"Dataset":[63],"telah":[66],"dilabeli":[67],"diambil":[68],"dari":[69],"Kaggle,":[70],"tidak":[72],"memerlukan":[73],"proses":[74],"labelling":[75],"tambahan.":[76],"Teks":[77],"diproses":[79,86],"menjadi":[80],"embedding":[81,124],"selanjutnya":[85],"FAISS":[88,100,121],"pencarian":[90,123],"pola":[91],"serupa.":[92],"Hasil":[93],"penelitian":[94],"menunjukkan":[95,115],"bahwa":[96,131],"kombinasi":[97],"mencapai":[101,110],"akurasi":[102],"96%,":[103],"lebih":[104],"tinggi":[105],"dibandingkan":[106,125],"saja":[108],"89%.":[111],"Waktu":[112],"eksekusi":[113],"juga":[114],"perbedaan":[116],"signifikan,":[117],"di":[118],"mana":[119],"integrasi":[120,132],"mempercepat":[122],"murni.":[127],"membuktikan":[130],"analisis":[139],"e-commerce.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-10T00:00:00"}
