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Journal : Jurnal Informatika

Optimizing Sentiment Analysis on the Linux Desktop Using N-Gram Features Hidayat, Muhamad Taufiq; Kurniawan, Rudi; Suprapti, Tati
Jurnal Informatika Vol 12, No 1 (2025): April
Publisher : Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/inf.v12i1.24773

Abstract

Linux, or GNU/Linux, is a widely used open-source operating system built on the Linux kernel that is available for anyone to use, known for its security and privacy advantages. With advancements in information technology, protecting privacy has become increasingly challenging due to data extraction practices done by major tech companies. This has encouraged some Mastodon users to switch to Linux, with many expressing their opinions on using Linux as their main operating system. This research seeks to analyze the sentiments of Mastodon users toward Linux through sentiment analysis to understand whether the trend is predominantly positive, negative, or neutral. The methodology used includes collecting data with the help of the Mastodon.py library witch then gets manually labelled with the assistance of a linguistic expert as well as a linguistic rule proposed by previous research. The text mining process includes preprocessing steps which includes feature extraction with n-Gram to gain the most optimize result as well as employing feature selection using TF-IDF. The Naïve Bayes algorithm is employed for text classification. The entire process of data analysis is conducted with the help of AI Studio (RapidMiner) software. The results show that the highest-performing model for sentiment analysis is achieved with an n-gram value of 3, revealing user sentiment polarity towards Linux on Mastodon as follows: 42% positive, 28% negative, and 30% neutral. The sentiment analysis model has an accuracy of 63%, with a precision of 70%, recall of 80%, and an f1-score of 74% which shows that this method is able to optimize the sentiment analysis process.
Co-Authors A.A. Gede Agung Abdul Ghani, Raihan Abdussamad . Adawiyah , Rabiatul Adinda Maharani, Azahra Aditia Aditia Putra Pranjaya Aditya Nugroho Afifah, Izza Nur Agni, Vega Putra Dwi Agung Pranata AGUNG SEDAYU Agustin, Maulina Aisy, Rahadatul Alfirda Sofyan, Zahra Ali Ridho Barakbah Ali, Luthfi Gosan Alif Prayudha, Bimo Amaliah, Novi An-naziz Safaat, Wafik Andini, Selvi Andriani, Meri Andriyani, Wini Anggraeni, Anggi Annisa Desty Puspatriani Anwari, Saeful APRIANDY, KEVIN ILHAM Aprianto, Wili Aprisusanti, Rani Purnama Ariati Anomsari Aribah, Firyal Arip Budiman, Arip Arisa, Arisa Armanda, Dicky Arna Fariza Aruni , Fidhia Aruni, Fidhia Arya Rudi Nasution Aryanto, Vincent Didiek Wiet asep gunawan Asmarani, Sri Utami Awaludin, Ade Ayu Endang Purwati Ayulinda, Arianisah P. Azzahrah, Dynda Shafiyah Bahri, Saiful Belli Nasution Bima Sena Bayu Dewantara Bimastari Aviani, Tri Hasanah Chasanah, Amalia Nur Chulyatunni’mah D.A, Dyah Kuntorini Dadan Suhendar, Asep Dadet Pramadihanto Danar Dana, Raditya Darma Irawan, Bobi Darussalam, Luthvi Nurfauzi Dayanti, Resda Dermawan, Hibrizi Dzaky Dewiyana, Dewiyana Diana Aqmala Diana Puspitasari Dwi Budi Santoso Enik Sulistyowati Ernawati Ernawati Fahmi Wardhani, Masitha Fajar Ramadhan, Fajar Falih, Alfi Rizqi Falih Fanny Rifqi El Fuad, Fanny Rifqi Fauzan . Febrianur Ibnu Fitroh Sukono Putra Ferrina Ermalina Rumbik, Ferrina Ermalina Rumbik Fikri, Achmad Firmansyah, Tegar Fitriani Fitriani Fitriyani, Ida Gifthera Dwilestari Gilang Ramadhan Gusfiani, Vivi Haekal Susanto, Ahmad Hamida, Silfiana Nur Hamonangan, Ryan Harapan Harapan Hayati, Umi Heni Marliany Herdiana, Ruli Herwantono, Herwantono Hidayat, Asep Toyib Hidayat, Muhamad Taufiq Hidayat, Peri Huda, Achmad Thorikul I Made Tegeh Ichsan Ichsan Ida Farida Idris Winarno Ikhwan Fahruddin, Yusuf Ima Sukmawati, Ima Inawati, Windi Islamiatik, Fena Ayu Ismail Ismail iwan Syarif j.ezugwu, umezurike Jannah, Zahratul Jayawarsa, A.A. Ketut Junaidi Junaidi Kamil, Qatrunnada Kaslani Khairani Daulay, Nelly Khristina Yunita Komala, Wulan Kristianti, Veronica Ernita Kurniadi, Yudi Kurniawan, Efik Kusman Ibrahim Kusmiyaty, Agesty Kusuma, Fujianti Kusumawaty, Jajuk Lingga Wijaya, Harma Oktafia Lorentiana Wijayanti, Rima M Rusdi M. Azka Kesuma Wardana Maelani, Imelda Maimun Syukri, Maimun Makhfud Syawaludin Manzis, Zian Masru’ah, Iim Imas MJW, Endrian Mohamad, Fatma Susilawati Monica, Intan Mubarok, Khoirul Mudatsir Mudatsir Muhaimin, Ahmad Muhamad Chairul Basrun Umanailo MUHAMMAD FAHMI Muhammad Muhammad Muhsin Muhsin Muhyi, Adbdul Mujib, Miftachul Muktar, Muktar Mulyawan, Mulyawan Mustofa Bisri, Mu'ammar Muzaki, Fazri Narasati, Riri Narasati Naufan, Muhammad Hilmy Nining Rahaningsih NOVIANTI, ELIS Noviati, Elis Nur Amalia, Yustika Nur Hamidah, Nur Nurapandi, Adi Nurazijah, Wulan Nurbaiti, Seni Nurholipah, Titin Nurmalawati, Nurmalawati Nurmasyahyati Nurmasyahyati, Nurmasyahyati Nurul Huda Nurul Kamaly Oktavia, Vicky Pamungkas, Angling Sadewo Aji Perdana, Tito Aditya Pratama, Annisa Salsabilah Pratama, Vishal Indu Prikurnia, Anas Khair Purusa, Nanda Adhi Purwo Suwignyo Puspitasari, Yeni Putri ayu, Putri Ayu Dara Sekarwangi Putri, Widia Rachmawati, Oktavia Citra Resmi Rafila, Amal Julio Rafles Ginting Rahmad Nuthihar Rahmadiawan, Dieter Rahman Sahputra, Rizky Rahman, Sakilah Rai Fatkaozi, Ahmad Ramadhan, Teddy Muhammad Rano Raudotul Janah, Fina Ria Kurniawati Rifaai Alldi Ananda, Muhamad Riyana, Iis Rizki Ani, Fitri Rizki Fauzi, Ahmad Rizki Lesmana, Ghali Rizki, Fido Rizqi, A Faisal Maulana Rocky Putra A Rusdiyanto Sabilla, Raissa Sabri Saeful Anwar, Saeful Safitri, Maria Safrida Safrida Safrida Safrida, Nila Salma Munada, Mutiara Samsul Anwar Samsuryadi Samsuryadi Sandova, Firdaus Sanjaya, Handika Sari Rusmita Sasabone, Luana Septian Nugraha, Titan Sesulihatien, Wahjoe Tjatur Setiani, Tia Setiawardhana, Setiawardhana Shalihah, Ghina Sholeha, Mia Sintaningrum, Picantia Bunga Situmeang, Alona Sofyan, Sarwo E. Sofyan, Verra Rosyalia Widia Sugiyono . Suhita Whini Setyahuni Sunardi, Lukman Supratati, Tati Suprihartini, Yayuk Suryawijaya, Tito Wira Eka Susana, Heliyanti Susanti, Puspasari Syach Putra, Yanuar Syafruddin, Muhammad Andri Taryana Taryana, Taryana Tati Suprapti Taufik Hidayat Tedjo Darmanto Tedjo Darmanto Tessy Badriyah, Tessy Tri Harsono Triswanto, Triswanto Vitriyan Espa Wabula, Abdul Latif Wahyudi Wahyudi Wahyunisari, Nina Waqar Mazhar, Muhammad Widianto, Fuad Hassan Widiawati, Fitri Wijaya, Yudhistira Wijaya, Yudhitira Arie Winayah, Winayah Yudhistira Arie Wijaya yulani, Yulani - Yulia, Yuli Yusnawati, Yusnawati Yusuf Sidiq, Yusuf Sidiq Zahara, Ana Zahrul Fuadi Zulius, Antoni