{"id":"https://openalex.org/W4409816003","doi":"https://doi.org/10.25126/jtiik.1168121","title":"Deteksi Spam Berbahasa Indonesia Berbasis Teks Menggunakan Model Bert","display_name":"Deteksi Spam Berbahasa Indonesia Berbasis Teks Menggunakan Model Bert","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4409816003","doi":"https://doi.org/10.25126/jtiik.1168121"},"language":"id","primary_location":{"id":"doi:10.25126/jtiik.1168121","doi":"https://doi.org/10.25126/jtiik.1168121","is_oa":true,"landing_page_url":"https://doi.org/10.25126/jtiik.1168121","pdf_url":null,"source":{"id":"https://openalex.org/S4210196574","display_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","issn_l":"2355-7699","issn":["2355-7699","2528-6579"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.25126/jtiik.1168121","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Muhammad Basil Musyaffa Amin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Basil Musyaffa Amin","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gibran Hakim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Gibran Hakim","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Taufik Maulana","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Taufik Maulana","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Fajrul Alwan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Fajrul Alwan","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115072830","display_name":"Hanna Shafira Anggraheni","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hanna Shafira Anggraheni","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Jilan Naufal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Jilan Naufal","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001428236","display_name":"Novanto Yudistira","orcid":"https://orcid.org/0000-0001-5330-5930","observed_orcids":["https://orcid.org/0000-0001-5330-5930"]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Novanto Yudistira","raw_affiliation_strings":["Universitas Brawijaya, Malang"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Brawijaya, Malang","institution_ids":["https://openalex.org/I177055848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177055848"],"apc_list":{"value":1000000,"currency":"IDR","value_usd":65},"apc_paid":{"value":1000000,"currency":"IDR","value_usd":65},"fwci":1.1315,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86640635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"11","issue":"6","first_page":"1291","last_page":"1302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11644","display_name":"Spam and Phishing Detection","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":9.999999747378752e-05,"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/T11550","display_name":"Text and Document Classification Technologies","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/spam-detection","display_name":"spam detection","score":0.8349999785423279},{"id":"https://openalex.org/keywords/indonesian-language","display_name":"Indonesian language","score":0.8980000019073486},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.6610000133514404},{"id":"https://openalex.org/keywords/indobert","display_name":"IndoBERT","score":0.9990000128746033},{"id":"https://openalex.org/keywords/sms","display_name":"SMS","score":0.7749999761581421},{"id":"https://openalex.org/keywords/email","display_name":"email","score":0.9229999780654907},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.8980000019073486}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5350991487503052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3504767417907715}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.25126/jtiik.1168121","doi":"https://doi.org/10.25126/jtiik.1168121","is_oa":true,"landing_page_url":"https://doi.org/10.25126/jtiik.1168121","pdf_url":null,"source":{"id":"https://openalex.org/S4210196574","display_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","issn_l":"2355-7699","issn":["2355-7699","2528-6579"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","raw_type":"journal-article"},{"id":"doi:10.25126/jtiik.2024118121","doi":"https://doi.org/10.25126/jtiik.2024118121","is_oa":true,"landing_page_url":"https://doi.org/10.25126/jtiik.2024118121","pdf_url":"https://jtiik.ub.ac.id/index.php/jtiik/article/download/8121/1365","source":{"id":"https://openalex.org/S4210196574","display_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","issn_l":"2355-7699","issn":["2355-7699","2528-6579"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8afb9562aa1e40e1a97cf45c33bddfa5","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/8afb9562aa1e40e1a97cf45c33bddfa5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer, Vol 11, Iss 6 (2024)","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:94921b0ddfbe454d933bcce504efb3aa","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/94921b0ddfbe454d933bcce504efb3aa","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer, Vol 11, Iss 6 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.25126/jtiik.1168121","doi":"https://doi.org/10.25126/jtiik.1168121","is_oa":true,"landing_page_url":"https://doi.org/10.25126/jtiik.1168121","pdf_url":null,"source":{"id":"https://openalex.org/S4210196574","display_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","issn_l":"2355-7699","issn":["2355-7699","2528-6579"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310314997","host_organization_name":"Brawijaya University","host_organization_lineage":["https://openalex.org/P4310314997"],"host_organization_lineage_names":["Brawijaya University"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Teknologi Informasi dan Ilmu Komputer","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3211313009","https://openalex.org/W7127104984","https://openalex.org/W4412044486","https://openalex.org/W4409522085","https://openalex.org/W7216685570","https://openalex.org/W4399925471","https://openalex.org/W7163002519","https://openalex.org/W3159997281","https://openalex.org/W7171503167","https://openalex.org/W7052999557"],"abstract_inverted_index":{"Spam":[0,14,32,124,138,156],"pada":[1,62,83,95,100],"SMS":[2,64,87,126,187,211],"dan":[3,53,57,65,78,88,98],"Email":[4,89,128,189,213],"menyebabkan":[5],"pengalaman":[6],"kurang":[7],"menyenangkan":[8],"bagi":[9],"pengguna":[10],"dalam":[11,36,55,116,120],"pemanfaatan":[12],"teknologi.":[13],"secara":[15],"umum":[16],"merupakan":[17],"sebuah":[18],"tindakan":[19],"mengirim":[20],"pesan":[21,63,76,118],"yang":[22,68,103,107],"tidak":[23,26],"diinginkan":[24],"atau":[25],"diminta":[27],"kepada":[28],"sejumlah":[29],"besar":[30],"orang.":[31],"kini":[33],"dapat":[34],"ditemui":[35],"berbagai":[37],"bentuk,":[38],"seperti":[39],"web":[40,166],"maupun":[41],"multimedia.":[42,168],"Penelitian":[43],"ini":[44,110],"bertujuan":[45],"untuk":[46,72],"mengevaluasi":[47],"model":[48,96,101,113,193,224,244],"berbasis":[49],"BERT,":[50],"khususnya":[51],"IndoBERT":[52,97,177,223],"MultilingualBERT,":[54,102,179],"mendeteksi":[56,117],"mengklasifikasi":[58],"spam":[59,77,119,185,202,249],"berbahasa":[60],"Indonesia":[61],"Email.":[66],"Model":[67],"dipilih":[69],"kemudian":[70],"dilatih":[71],"mengidentifikasi":[73],"perbedaan":[74],"antara":[75],"bukan":[79],"spam.":[80],"Hasil":[81,109],"evaluasi":[82],"percobaan":[84],"menggunakan":[85],"dataset":[86],"memiliki":[90],"nilai":[91],"akurasi":[92,106],"sebesar":[93],"98%":[94,220],"95%":[99,226],"menunjukkan":[104,111],"tingkat":[105],"tinggi.":[108],"bahwa":[112],"BERT":[114,243],"efektif":[115],"Bahasa":[121],"Indonesia.":[122],"Abstract":[123],"on":[125],"and":[127,167,178,182,188,203,212,225],"causes":[129],"an":[130,216],"unpleasant":[131],"experience":[132],"for":[133],"users":[134],"in":[135,139,161,180,186,208,221,227,247,251],"using":[136,210],"technology.":[137],"general":[140],"is":[141,194,245],"the":[142,199,222,228,242],"act":[143],"of":[144,154,219,236],"sending":[145],"unwanted":[146],"or":[147],"unsolicited":[148],"messages":[149,250],"to":[150,172,197],"a":[151,233],"large":[152],"number":[153],"people.":[155],"can":[157],"now":[158],"be":[159],"found":[160],"various":[162],"forms,":[163],"such":[164],"as":[165],"This":[169],"research":[170],"aims":[171],"evaluate":[173],"BERT-based":[174],"models,":[175],"specifically":[176],"detecting":[181,248],"classifying":[183],"Indonesian":[184],"messages.":[190,205],"The":[191],"selected":[192],"then":[195],"trained":[196],"identify":[198],"differences":[200],"between":[201],"non-spam":[204],"Evaluation":[206],"results":[207,239],"experiments":[209],"datasets":[214],"have":[215],"accuracy":[217],"value":[218],"MultilingualBERT":[229],"model,":[230],"which":[231],"shows":[232],"high":[234],"level":[235],"accuracy.":[237],"These":[238],"indicate":[240],"that":[241],"effective":[246],"Indonesian.":[252]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2025-04-26T00:00:00"}
