Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : J-SAKTI (Jurnal Sains Komputer dan Informatika)

Text Mining untuk Sentimen Analisis dengan Metode Naïve Bayes, SMOTE, N-Gram dan AdaBoost Pada Twitter CommuterLine Putra, Andreyana Pratama; Pratama, Yuda; Krisnadi, Eka Kharisma; Purnamasari, Indah; Saputra, Dedi Dwi
J-SAKTI (Jurnal Sains Komputer dan Informatika) Vol 6, No 2 (2022): EDISI SEPTEMBER
Publisher : STIKOM Tunas Bangsa Pematangsiantar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/j-sakti.v6i2.506

Abstract

In the current era, the development of information technology and social media is growing rapidly so that it can provide updated information and various kinds of public opinion. Many internet users in Indonesia use social media for various purposes, such as seeking information and expressing opinions through social media. One of the social media that is widely used by internet users in Indonesia is Twitter. Twitter users can provide information in the form of comments, criticisms, or suggestions for Comutterline services more quickly and easily. Sentiment analysis can help provide an overview of public perception by grouping opinions into positive and negative categories for Commuterline services. Conducting sentiment analysis based on comments or Tweets from the community on Twitter Commuterline to determine the performance of the Naïve Bayes Classifier algorithm, Synthetic Minority Over-sampling Technique (SMOTE), AdaBoost, and N-Gram so that machine learning implementation can help identify public opinion conveyed through Twitter automatically into positive and negative categories. The use of the Naïve Bayes Classifier, Synthetic Minority Over-sampling Technique (SMOTE), AdaBoost, and N-Gram methods which are considered better to generate predictions on tweets sent by CommuterLine users
Co-Authors Adani, Kindana Wira Ade Marup Wirasenjaya Afrida Nur Laili Agusti, Ghifari Ammar Ahpas, Ahpas Andri Andrian Rusman Andriyani, Dita Alvina Assadah, Nur Sabiq Atik Ratnawati Bambang Ngaji Utomo Bhimo Rizky Samudro, Bhimo Rizky Bidawati, Arini Lilin Boy Suzanto Budhi Oktavia Dewiyanti, Rina Diah Ananda Kharisma Dwi Endrawati Dyah Ayu Hewajuli Ermayati, Ermayati Fabeane, Ajeng Fairusya, Nuha Fitria Sari, Cucun Cundaya Fitrine Ekawasti, Fitrine Harahap, Muhammad Ikhsan Hendra Erik Rudyanto Hendri, Yon Hoerudin, Heri HR, Hafif Ilma Fiddiyanti Imaniyya, Najma Wahida Indah Purnamasari Isnaini, Annisa Jejen Jaelani Kemal, Dimas Raffi Arya Khairul, Muhammad Afnan Mardhi Khairullah, Luthfi Krisnadi, Eka Kharisma Kurniawan, Muhamad Dary Farhan Laila Fitria Liansi, Tomi Manalu, Evan Erik Loloan Mialasmaya, Siti Miftahul Khair Mubarok, Achmad Sofiyul Nabila, Zalwa Lutfiatu Ningsih, Tri Ni’ammah, Ummah Qudrotun NLP Indi Dharmayanti Nuradji, Harimurti Pambudi, Bintang Asda Eko Pefrina, Octisha Nia Permana, Jatra Pradila, Tasa Purwani, Ani Putra, Andreyana Pratama Putra, Rafa Dwi Putri, Ajeng Fabeana Putri, Imael Maelani Rahdiana, Nana Rahma, Tri Inda Fadillah Rahmat Setya Adji Rahmini, Latifa Rajasa, Resta Ramadhan, Wafa Aulia Fazri Retno Wulandari Riani Prihatini Ishak Rifai, Asep Achmad RISA INDRIANI Rosyadi, Ilham Saepulloh, Muharram Sansabela, Aurera Stevani Hetris Saputra, Dedi Dwi Sari, Trisna Kumala sekarmila, Gita septana pribadi Silvi Tri Wardani Siti Aisyah Suhara, Ade Suhardiman, Sani sukawi sukawi sukawi sukawi Suryani Afifah, Early Suryatmiati, Sri Suyatno, Teguh Tansar, Indri Ayu Ulistina, Atika Wardhani, Aurelia Vestrina Wawan Gunawan Winarsongko, Agus Yudistira, Bintang