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Journal : Progresif: Jurnal Ilmiah Komputer

 1 
Analisis Sentimen Terhadap Komentar Video Youtube Menggunakan Support Vector Machines Toif Muhayat; Ahmad Fauzi; Jamaludin Indra
Progresif: Jurnal Ilmiah Komputer Vol 19, No 1: Februari 2023
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v19i1.1060

Abstract

Many Youtube users leave comments on the YouTube video content they watch. These comments would be useful if further analysis were carried out. This study aims to analyze Sentiments Toward Youtube Video Comments, to make it easier for creators to find out what types of videos are of interest to viewers, without having to read the comments one by one. The stages carried out in this research are web scrapping, preprocessing, labeling, feature extraction, classification and evaluation. The results of the analysis show that the type of video content with the theme of daily vlogs is more in demand by YouTube users with positive dominant sentiment results. The daily vlog theme has a positive sentiment of 84.0% and a negative sentiment of 16.0%. The use of the SVM (Support Vector Machine) algorithm has an accuracy value of 86%, a precision of 87%, a recall of 99% and an f1-score of 100%.Keywords: Sentiment Analysis; Text Mining; Support Vector Machine; Youtube AbstrakBanyak pengguna Youtube yang meninggalkan komentar pada konten video youtube yang mereka tonton. Komentar-komentar tersebut akan memberikan manfaat jika saja dilakukan analisis lebih lanjut. Penelitian ini bertujuan menganalisis Sentimen Terhadap Komentar Video Youtube, untuk memudahkan kreator mengetahui jenis video yang diminati penonton, tanpa harus membaca komentar secara satu per satu. Tahapan yang dilakukan dalam penelitian ini adalah web scrapping, preprocessing, labelling, ekstraksi fitur, klasifikasi dan evaluasi. Hasil analisis menunjukkan jenis konten video bertema daily vlog lebih banyak diminati oleh pengguna youtube dengan hasil sentimen dominan positif. Tema daily vlog memiliki sentimen positif sebesar 84.0% dan sentimen negatif sebesar 16.0%. Penggunaan algoritma SVM (Support Vector Machine) memiliki nilai akurasi sebesar 86%, presisi sebesar 87%, recall sebesar 99% dan f1-score sebesar 100%.Kata Kunci: Analisis Sentimen; Text Mining; Support Vector Machine; Youtube
Co-Authors AA Sudharmawan, AA Abdul Gapur Achmad, Syifa Latifah Adi Rizky Pratama Adi Rizky Pratama Agung Susilo Yuda Irawan Ahmad Afifur Rahman Ahmad Fauzi Ahmad Fauzi Ahmad Rahman Al Fathir Rizal Januar Alif Kirana Anton Romadoni Junior Apriade Voutama April Hananto Ardiansyah, Fikri Arif Nurman Arip Solehudin Aris Martin Kobar Arum Puspita Lestari, Santi Asep Jamaludin Aviv Yuniar Rahman Awal, Elsa Elvira Ayu Juwita Ayu Ratna Juwita Azis Saputra Azzahra, Wava Lativa Baihaqi, Kiki Ahmad Cici Emilia Sukmawati Dadang Yusup Deden Wahiddin Deny Maulana Dwi Sulistya Kusumaningrum Dwi Vina Wijaya Eko Pramono Fadmadika, Fadilla Faisal, Sutan Fauzi Ahmad Muda Fauzi, Ahmad Firdaus, Thoriq Janati Firmansyah Maulana Fitri Nur Masruriyah, Anis Garno . Garno, Garno Gugy Guztaman Munzi Hanny Hikmayanti Handayani Hanung Pangestu Rahman Hilda Fitriana Dewi Hilda Novita Hilda Yulia Novita Irma Putri Rahayu Juwita, Ayu Ratna Karyanto, Dony Dwi Khoirull Munazzal Kusumaningrum, Dwi Sulistya Lestari, Santi Arum Puspita M Andrian Agustyan Maharina, Maharina Maliah Andriyani Mudzakir, Tohirin Al Muhammad Cesar Afriansyah Arief Muhammad Deden Miftah Fauzi Muhammad Imam Naufal Muhammad Khoiruddin Harahap Muhammad Raja Nurhusen Muhammad Romadhon Nazori AZ Novalia, Elfina Nugraha, Najmi Cahaya Nurdin, Cherry Januar Nurlaelasari, Euis Nursyawalni, Reva Paryono, Tukino Pratama, Adi Rizky Purnama, Ariya Purnomo, Indarto Aditya Rahmat Hidayat Rahmat Rahmat Rahmat Rahmat Rija Nur Hijriyya Rissa Ilmia Agustin Rizki, Lutfi Trisandi Rizky Rifaldi Robinson Nababan Rohana, Tatang Romlah Saefulloh, Nandang Sandi Susanto Santi Lestari Sihabudin Sihabudin, Sihabudin Siregar, Amril Mutoi Siti Robiah Suparno Sutan Faisal Syahrul Azis Tatang Rohana Tia Astiyah Hasan Tohirin Al Mudzakir Tohirin Mudzakir Toif Muhayat Tri Vicika, Vikha Ulfa Amelia Wahiddin, Deden Wildan Amin Wiharja Yana Cahyana Yogi Firman Alfiansyah