{"id":"https://openalex.org/W4400570742","doi":"https://doi.org/10.33365/jtk.v18i1.3764","title":"Perbandingan Algoritma Klasifikasi Support Vector Machine, Random Forest dan Logistic Regression Pada Ulasan Shopee","display_name":"Perbandingan Algoritma Klasifikasi Support Vector Machine, Random Forest dan Logistic Regression Pada Ulasan Shopee","publication_year":2024,"publication_date":"2024-02-08","ids":{"openalex":"https://openalex.org/W4400570742","doi":"https://doi.org/10.33365/jtk.v18i1.3764"},"language":"id","primary_location":{"id":"doi:10.33365/jtk.v18i1.3764","doi":"https://doi.org/10.33365/jtk.v18i1.3764","is_oa":true,"landing_page_url":"http://dx.doi.org/10.33365/jtk.v18i1.3764","pdf_url":null,"source":{"id":"https://openalex.org/S4210174425","display_name":"Jurnal Tekno Kompak","issn_l":"1412-9663","issn":["1412-9663","2656-3525"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210086585","host_organization_name":"Universitas Teknokrat Indonesia","host_organization_lineage":["https://openalex.org/I4210086585"],"host_organization_lineage_names":[],"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 Tekno Kompak","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dx.doi.org/10.33365/jtk.v18i1.3764","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112519506","display_name":"Asep Saepudin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405276199","display_name":"STMIK IKMI Cirebon","ror":"https://ror.org/04zyt2854","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276199"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Asep Saepudin","raw_affiliation_strings":["STMIK IKMI CIREBON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STMIK IKMI CIREBON","institution_ids":["https://openalex.org/I4405276199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002388819","display_name":"Ahmad Faqih","orcid":"https://orcid.org/0000-0001-5381-7485","observed_orcids":["https://orcid.org/0000-0001-5381-7485"]},"institutions":[{"id":"https://openalex.org/I4405276199","display_name":"STMIK IKMI Cirebon","ror":"https://ror.org/04zyt2854","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276199"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ahmad Faqih","raw_affiliation_strings":["STMIK IKMI CIREBON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STMIK IKMI CIREBON","institution_ids":["https://openalex.org/I4405276199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001456153","display_name":"Gifthera Dwilestari","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405276199","display_name":"STMIK IKMI Cirebon","ror":"https://ror.org/04zyt2854","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276199"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Gifthera Dwilestari","raw_affiliation_strings":["STMIK IKMI CIREBON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STMIK IKMI CIREBON","institution_ids":["https://openalex.org/I4405276199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405276199"],"apc_list":{"value":300000,"currency":"IDR","value_usd":19},"apc_paid":{"value":300000,"currency":"IDR","value_usd":19},"fwci":1.055,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.76672325,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"18","issue":"1","first_page":"178","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994999766349792,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.00019999999494757503,"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/T11550","display_name":"Text and Document Classification Technologies","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"}}],"keywords":[{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"sentiment analysis","score":0.9169999957084656},{"id":"https://openalex.org/keywords/online-consumer-reviews","display_name":"online customer reviews","score":0.6570000052452087},{"id":"https://openalex.org/keywords/shopee","display_name":"Shopee","score":0.9710000157356262},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8429999947547913},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":1.0},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":1.0},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.7789999842643738},{"id":"https://openalex.org/keywords/consumer-trust","display_name":"consumer trust","score":0.5860000252723694},{"id":"https://openalex.org/keywords/online-shopping","display_name":"online shopping","score":0.32100000977516174}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45258790254592896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3913518786430359},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38085025548934937}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.33365/jtk.v18i1.3764","doi":"https://doi.org/10.33365/jtk.v18i1.3764","is_oa":true,"landing_page_url":"http://dx.doi.org/10.33365/jtk.v18i1.3764","pdf_url":null,"source":{"id":"https://openalex.org/S4210174425","display_name":"Jurnal Tekno Kompak","issn_l":"1412-9663","issn":["1412-9663","2656-3525"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210086585","host_organization_name":"Universitas Teknokrat Indonesia","host_organization_lineage":["https://openalex.org/I4210086585"],"host_organization_lineage_names":[],"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 Tekno Kompak","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.33365/jtk.v18i1.3764","doi":"https://doi.org/10.33365/jtk.v18i1.3764","is_oa":true,"landing_page_url":"http://dx.doi.org/10.33365/jtk.v18i1.3764","pdf_url":null,"source":{"id":"https://openalex.org/S4210174425","display_name":"Jurnal Tekno Kompak","issn_l":"1412-9663","issn":["1412-9663","2656-3525"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210086585","host_organization_name":"Universitas Teknokrat Indonesia","host_organization_lineage":["https://openalex.org/I4210086585"],"host_organization_lineage_names":[],"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 Tekno Kompak","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W3007280677","https://openalex.org/W3038432452","https://openalex.org/W3081427519","https://openalex.org/W3089416646","https://openalex.org/W3200400702","https://openalex.org/W3207989421","https://openalex.org/W4280643572","https://openalex.org/W4308393794","https://openalex.org/W4381800528","https://openalex.org/W4386642530","https://openalex.org/W4401050767"],"related_works":["https://openalex.org/W7168154348","https://openalex.org/W4381800528","https://openalex.org/W4415845243","https://openalex.org/W4319225466","https://openalex.org/W4410517847","https://openalex.org/W7118016912","https://openalex.org/W4401559209","https://openalex.org/W7216686852","https://openalex.org/W7215815866","https://openalex.org/W7017143644"],"abstract_inverted_index":{"Abstrak\u2212":[0],"Dengan":[1],"kemajuan":[2],"teknologi,":[3],"penggunaan":[4],"internet":[5],"semakin":[6],"meluas":[7],"di":[8,190],"Indonesia":[9],"dan":[10,82,93,109,137,149,159,181],"turut":[11],"mendorong":[12],"perkembangan":[13],"e-commerce.":[14,31],"Namun,":[15],"masih":[16],"terdapat":[17],"beberapa":[18],"permasalahan":[19],"yang":[20,73,147,187],"perlu":[21,41],"diselesaikan,":[22],"salah":[23],"satunya":[24],"adalah":[25,75],"kurangnya":[26],"kepercayaan":[27],"konsumen":[28],"terhadap":[29],"platform":[30,37],"Oleh":[32],"karena":[33],"itu,":[34],"penelitian":[35],"tentang":[36],"e-commerce":[38],"seperti":[39],"Shopee":[40],"dilakukan":[42],"untuk":[43,51,60,183],"memahami":[44],"arah":[45,185],"sentimen":[46,49,53,102,106,110,153,156,160,186,195],"pengguna.":[47],"Analisis":[48],"digunakan":[50,74],"mengklasifikasikan":[52,152],"ulasan":[54,154,157,161],"pengguna":[55],"Shopee.":[56,166],"Penelitian":[57,142],"ini":[58,143],"bertujuan":[59],"membandingkan":[61],"performa":[62],"algoritma":[63,121,146,169,199],"klasifikasi":[64,72],"berdasarkan":[65],"proses":[66],"data":[67,91,95,99],"mining":[68],"menggunakan":[69,86,116,177],"CRISP-DM.":[70],"Algoritma":[71],"Support":[76,131],"Vector":[77,132],"Machine":[78,133],"(SVM),":[79],"Random":[80,122],"Forest,":[81],"Logistic":[83,138],"Regression.":[84],"Pengujian":[85],"3.000":[87],"data,":[88],"dengan":[89,164],"90%":[90],"training":[92],"10%":[94],"testing.":[96],"Hasil":[97,113,167],"pelabelan":[98],"menunjukkan":[100,119],"bahwa":[101,120],"positif":[103],"berjumlah":[104],"307,":[105],"netral":[107],"2.537,":[108],"negatif":[111,162],"156.":[112],"pengujian":[114],"akurasi":[115,125],"confusion":[117],"matrix":[118],"Forest":[123],"memiliki":[124],"tertinggi":[126],"sebesar":[127,135,140],"94%,":[128],"diikuti":[129],"oleh":[130],"(SVM)":[134],"91%,":[136],"Regression":[139],"86%.":[141],"berhasil":[144],"mendapatkan":[145],"efektif":[148],"terbaik":[150,170],"dalam":[151,174],"positif,":[155],"netral,":[158],"terkait":[163],"aplikasi":[165],"dari":[168],"tersebut":[171],"akan":[172,188],"diintegrasikan":[173],"antarmuka":[175],"web":[176],"bahasa":[178],"pemrograman":[179],"PHP":[180],"Python,":[182],"mengetahui":[184],"dimasukan":[189],"masa":[191],"mendatang.Kata":[192],"Kunci:":[193],"e-commerce,":[194],"pengguna,":[196],"analisis":[197],"sentimen,":[198],"klasifikasi,":[200],"shopee.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-07-12T00:00:00"}