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All Journal Jurnal Informatika dan Teknik Elektro Terapan Jurnal Ilmiah KOMPUTASI Journal of Information Technology and Computer Science (JOINTECS) Jurnal Ilmiah Matrik CYCLOTRON Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) IJEEIT : International Journal of Electrical Engineering and Information Technology Applied Technology and Computing Science Journal Progresif: Jurnal Ilmiah Komputer bit-Tech Nusantara Science and Technology Proceedings Jurnal Ilmiah Teknologi Informasi dan Robotika International Journal of Data Science, Engineering, and Analytics (IJDASEA) International Journal Of Computer, Network Security and Information System (IJCONSIST) Jurnal Sistem Informasi Bisnis (JUNSIBI) Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer Jurnal Publikasi Ilmu Komputer dan Multimedia Jurnal Sistem Informasi dan Ilmu Komputer
Seftin Fitri Ana Wati
Information System, Universitas Pembangunan Nasional “Veteran” Jawa Timur, Surabaya 60294, Indonesia
Agriculture, Biological Sciences & Forestry Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Social Sciences

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Journal : Applied Technology and Computing Science Journal

 1 
A Sentiment Analysis Pedulilindungi Tweet Using Support Vector Machine Method Farhan Setiyo Darusman; Amalia Anjani Arifiyanti; Seftin Fitri Ana Wati
TEKNOLOGI DITERAPKAN DAN JURNAL SAINS KOMPUTER Vol 4 No 2 (2021): December
Publisher : Unusa Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33086/atcsj.v4i2.2836

Abstract

Pedulilindungi application has many benefits but many controversies arise in the community. Various opinions in the form of tweets were expressed by the public, both positive and negative opinions. In this study, the objective is to make a classification model to classify tweets into two types of sentiment, namely positive and negative. The model is made in several stages, namely data retrieval, data filtering, data labeling, data preprocessing, splitting data train and data test, feature selection using Information Gain and Genetic Algorithm, and then classification using the SVM method. The model using two-stage feature selection and SVM method, obtained an accuracy value of 64.08% with 841 features and processing time of 0.033 seconds with 9.6% CPU usage. The model with two-stage feature selection is more efficient and effective than the one-stage feature selection model whose accuracy value is only 60.56% with 1800 features and a processing time of 0.044 seconds with 15.4% CPU usage.
Co-Authors Abdul Rezha Efrat Najaf Agung Brastama Putra Agung Brastama Putra Agussalim Aisha Safa Asy'ari Alfiansyah Adi Pranata Amalia Anjani Arifiyanti Amalia Putri Amanda Salsabilla Hidayah Anastasia Lidya Maukar Anastasia Lidya Maukar Anik Vega Vitianingsih Anik Vega Vitianingsih Anik Yuesti Anindo Saka Fitri Anita Wulansari Anita Wulansari Anita Wulansari, S.Kom., M.Kom Annisa Lusyani Zahra Apol Pribadi Arsya Amalia Ristias Asyari, Aisha Safa Athallah Bariq Hidayat Brillyan Putra Pradana Cendana Putri Aulia Dayu Renita Dhian Satria Yuda Kartika Dhian Satria Yudha Kartika Dhian Satria Yudha Kartika Dinda Adisty Yudianto Putri Ditha Lozera Devi Dwi Shahita Efriza Cahya Narendra Eliezer M Putra S Eristya Maya Safitri Eristya Maya Safitri Eristya Maya Safitri Farentina, Risty Farhan Setiyo Darusman Feby Dwiputra Setyawan Fitri, Anindo Saka Fitri, Anindo Saka Fitri Heni Lusiana Dewi I Gusti Ayu Sri Deviyanti Imam Ghozali Intania Rachman Martapura Izra Noor Zahara Aliya Khalid Rijaluddin Litafira Syahadiyanti Mariska Regina RahmaPutri Mochammad Syaiful Riza Moh raihan Romadhoni Moh Rifqi Zamzami Moh Riswandha Imawan Moh. Azzam Priyanto Mohammad Farizd Nasywa Zahira Ramadhani Nur Cahyo Wibowo Nur Cahyo Wibowo Nurhaba Djiha Putu Anggi Suryantari Ratih Aisyah Ravino Rahman Rendi Panca Wijanarko Rima Tsaniyah Amilatus Sholihah Rizka Hadiwiyanti Rudy Andree Hermawan Sanyoko, Carisca Rizky Sembilu, Nambi Sesilia Tiara Rahayu Ada Syachla Malikha Tarisa Kamilia Tarisa Kamilia Venira Citra Sabrina Wahyuni, Eka Dyar