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Wijaya, Ardi
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Perbandingan Particle Swarm Optimization Dan Naive Bayes Terhadap Sentimen Instagram Pada Pemilihan Presiden Ardi Wijaya; Metrisza Yona Saputra; Pahrizal
Reslaj: Religion Education Social Laa Roiba Journal Vol. 7 No. 1 (2025): RESLAJ: Religion Education Social Laa Roiba Journal 
Publisher : Intitut Agama Islam Nasional Laa Roiba Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47467/reslaj.v7i1.5327

Abstract

This research aims to compare the performance of two analysis techniques, namely Particle Swarm Optimization (PSO) and Naive Bayes, in evaluating public sentiment on Instagram after the 2024 presidential election. PSO is used to optimize important features in sentiment analysis, while Naive Bayes is used as a comparison for assess PSO performance. Data was obtained from user uploads, comments and interactions on Instagram regarding the presidential election. After data collection and pre-processing, significant features are extracted and both methods are applied for sentiment analysis. Evaluation was carried out to compare the Akurasi and performance of the two methods. The research results show that PSO has the potential to improve the Akurasi of sentiment analysis compared to Naive Bayes. This research provides in-depth insight into the advantages and disadvantages of each method in the context of sentiment analysis on the Instagram platform after the presidential election, as well as an important contribution to data-based political decision making.
Co-Authors Abdul Syukur Abdullah, Dedy Ade Ferdiansyani Affandi Mussa, Anitya Putri Agus Setiawan Agustio, Faidillah Aji Setiyadi Alam, RG.Guntur Alamsyah, Malik Fajar Alfarrizi, Jhodie Andilala Anggara, Muhammad Andre Anita Septiani Putri Aprianti, Zalia Apridiansyah, Yovi Ardiansyah, Adidi Muhammad Ardoni, Yoan Ariestanto, Dian Arif Setiawan Aripun Army Martia Harjuna Avida, Meny Bagaskoro, Siswo Bryan Febriansyah Chandra Kusuma Johan2 Cheka, Julyane Kevin Dandi Sunardi Darnita, Yulia Daryono, Basofi Rachmadani David Maria Vironika, Nuri Della, Della Rahma Dendi Pranata, Dendi Pranata Dendy Pratama Dia Komalla Diana Dimas Andrean Saputra Dita, Willia Cahaya Dwy Mutia Dita Eka Sahputra Elly Hertita fadila, selvana Fadli, Rengga Fadlikal Ilham Aditma, Afredo Febitri, Nora Febriani, Lovi Feni, Rita Fernando, Jerry Franata, Heru Gading Cempaka Gunawan Gunawan Gunawan Guntur Alam Gustomi, Aldi Habiel Fachrozzy Hariani, Merti Sri Harry Witriyono Hendri Wibowo, Sastya Heru Franata hidayah, agung kharisma Hidayat, Muhammad Husni Ikhlasul, Ridho Ilpiklus Andika Putra Imanullah, Muhammad Imelia Okta Rama Yanti Janati, Iffah zafira Jerry Ario Zhonata Jestika Safitri Juhardi , Ujang Juhardi, Ujang Juliza, Sita Khairullah, Khairullah Kharisma , Agung Kirman Kirman, Kirman Kontesa, Ronaldo Kornengsih, Resnita Kurniawan, Edo Kusuma Putra Al Pharisie Lestri Yanti Liza nurpatmala M Yusuf Ramadhan Marhalim marhalim, marhalim Maskuri Sutomo Maulana, M Fiqri Mawarni, Shindy Metrisza Yona Saputra Meyzera, Anes Mohammad Candra wiliam Muhamad Abdul Fajri Muhammad Husni Rifqo Muhammad Kurrata A’yunin Muhammad Naufal Al Fadhil Muhammad Rafi Aldan Pratama Muhammad Teguh Satrio Mulyadi, Maheran Muntahanah Muntahanah, Muntahanah Mutiara Hikmah Nandika, Arjun Putra Nhadya Vita Loca Noris Feter Novan Gilang Ramadhan Nur'aini, Nur'aini Nurhayati Nurhayati Nuri David Maria Veronika Nuri David Maria Veronika Nurwijayanti Pahriza, Pahriza Pahrizal Pahrizal Pahrizal Pahrizal, Pahrizal Pandu Sujaba Pirdaus, M Sapta Pratama, Rindi Yudha Putra, Muhammad Ardiansah Putra, OJi Herwanda Putra, Riky Ade Putri Rahma Della Putri, Dinda Raffles, Richard Rahmat, Deki Rajes Andika Putra Ramadhan, Arya Gilang Ramzi, Reja Muhamad Randi Afri Nandes, Randi Randi Trio Ardiansyah Rasyid, Muhammad Soelaiman Renaldi Renaldi Ridho Akbar Rifqo, Muhammad Husni Riman, Gugi Walus rindy, rindy balincha Rohman, Mohammad Abkar Nur Rosalina Rosalina Rozali Toyib Safitri Safitri Safitri, Aisyah Sahputra, Eka Seftianto Selta Jaya Putra Sherenia Anisah Putri Sonita , Anisya Sonita, Anisya Sulaini, Soneta Supriatin Supriatin, Supriatin Surya Ade Saputera Tamara, Vivin Tauhid, Muhammad Ikhsan Thiara, Rekhi Toyib, Rozali Umasih Umasih Venny Arisi Veronica, Nuri David Maria Veronika, Nuri David Maria Vicky Victori Waluyo Witriyono, Harry Yawahar, Jon Yoga Muhamad Aryanto Yoga Saputra Yovi Apridiyansyah Yuda, Azildjian Arma Yudha, Bima Satria Yulia Darmi yuliadarnita, yuliadarnita Yusrizal Yusrizal Yuza Reswan