?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=DETEKSI+HATE+SPEECH+PADA+KOLOM+KOMENTAR+TIKTOK+DENGAN%0D%0AMENGGUNAKAN+ALGORITMA+NA%C3%8FVE+BAYES+DENGAN+SMOOTHING+&rft.creator=ROY%2C+RAFLES+MATORANG+PASARIBU&rft.subject=500+ilmu+pengetahuan+alam+dan+matematika&rft.subject=600+Teknologi+(ilmu+terapan)&rft.description=%0D%0AHate+speech+adalah+ekspresi+yang+bersifat+bias%2C+bermusuhan%2C+dan+diskriminatif+yang%0D%0Aditujukan+kepada+individu+atau+kelompok+berdasarkan+karakteristik+mereka.+Di+era%0D%0Adigital%2C+platform+media+sosial+seperti+TikTok+sangat+rentan+terhadap+penyebaran+hate%0D%0Aspeech%2C+terutama+melalui+kolom+komentar.+Metode+tradisional+untuk+mendeteksi+hate%0D%0Aspeech+sering+kali+tidak+efektif+dalam+menangani+volume+data+yang+besar+dan%0D%0Aberagamnya+ekspresi+pengguna.+Oleh+karena+itu%2C+penelitian+ini+mengembangkan%0D%0Amodel+deteksi+hate+speech+berbasis+Multinomial+Na%C3%AFve+Bayes+dengan+smoothing.%0D%0APenerapan+smoothing+bertujuan+untuk+mengatasi+permasalahan+zero+probability+pada%0D%0Akata-kata+yang+jarang+muncul%2C+sehingga+meningkatkan+akurasi+prediksi+model.%0D%0ADataset+dibagi+dengan+rasio+80%3A20%2C+di+mana+80%25+digunakan+untuk+pelatihan+dan+20%25%0D%0Auntuk+pengujian.+Model+yang+dikembangkan+mencapai+akurasi+sebesar+88%2C41%25%2C%0D%0Adengan+nilai+presisi%2C+recall%2C+dan+F1-score+yang+serupa.+Evaluasi+lebih+lanjut+melalui%0D%0Apengujian+pengguna+dengan+35+partisipan+yang+menganalisis+7.415+komentar%0D%0Amenunjukkan+akurasi+deteksi+sebesar+68%2C6%25.+Sebagai+implementasi%2C+model+ini%0D%0Adiintegrasikan+ke+dalam+plugin+Google+Chrome+yang+mendeteksi+hate+speech+pada%0D%0Akomentar+TikTok+secara+real+time%2C+dilengkapi+dengan+visualisasi+probabilitas+dan%0D%0Amekanisme+validasi+pengguna.+%0D%0A%0D%0A%0D%0AKata+kunci+%3A+Deteksi+hate+speech%2C+Na%C3%AFve+Bayes%2C+smoothing%2C+TikTok%2C+analisis++%0D%0A+++sentimen%2C+machine+learning%2C+plugin+Google+Chrome.%0D%0A++%0D%0AHate+speech+is+a+biased%2C+hostile%2C+and+discriminatory+expression+directed+at%0D%0Aindividuals+or+groups+based+on+their+inherent+characteristics.+In+the+digital+era%2C%0D%0Asocial+media+platforms+such+as+TikTok+have+become+highly+susceptible+to+the+spread%0D%0Aof+hate+speech%2C+particularly+through+comment+sections.+Traditional+methods+for%0D%0Adetecting+hate+speech+are+often+ineffective+in+handling+large+volumes+of+data+and%0D%0Adiverse+user+expressions.+Therefore%2C+this+study+develops+a+hate+speech+detection%0D%0Amodel+based+on+Multinomial+Na%C3%AFve+Bayes+with+smoothing.+The+application+of%0D%0Asmoothing+aims+to+address+the+issue+of+zero+probability+for+rarely+occurring+words%2C%0D%0Athereby+enhancing+the+model's+predictive+accuracy.+The+dataset+is+split+into+an%0D%0A80%3A20+ratio%2C+with+80%25+used+for+training+and+20%25+for+testing.+The+developed+model%0D%0Aachieves+an+accuracy+of+88.41%25%2C+with+precision%2C+recall%2C+and+F1-score+at+similar%0D%0Alevels.+Further+evaluation+through+user+testing+with+35+participants+analyzing+7%2C415%0D%0Acomments+indicates+a+detection+accuracy+of+68.6%25.+As+an+implementation%2C+this%0D%0Amodel+is+integrated+into+a+Google+Chrome+plugin+that+detects+hate+speech+in+TikTok%0D%0Acomments+in+real+time%2C+featuring+probability+visualization+and+user+validation%0D%0Amechanisms.+%0D%0A%0D%0A%0D%0AKeywords+%3A+Hate+speech+detection%2C+Na%C3%AFve+Bayes%2C+TikTok%2C+sentiment+analysis%2C++%0D%0A++machine+learning%2C+Google+Chrome+plugin.%0D%0A+&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+&rft.date=2025-04-21&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F88392%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F88392%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F88392%2F3%2FSKRIPSI%2520FULL%2520TANPA%2520PEMBAHASAN.pdf&rft.identifier=++ROY%2C+RAFLES+MATORANG+PASARIBU++(2025)+DETEKSI+HATE+SPEECH+PADA+KOLOM+KOMENTAR+TIKTOK+DENGAN+MENGGUNAKAN+ALGORITMA+NA%C3%8FVE+BAYES+DENGAN+SMOOTHING.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F88392%2F