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All Journal Jurnal Studi Pemerintahan Politika: Jurnal Ilmu Politik Jurnal Kebijakan Kesehatan Indonesia Jurnal Tapis : Jurnal Teropong Aspirasi Politik Islam Indonesian Journal of Islam and Muslim Societies Episteme: Jurnal Pengembangan Ilmu Keislaman Jurnal Ilmu Sosial dan Ilmu Politik Jurnal Politik Profetik Masyarakat, Kebudayaan dan Politik Journal of Governance and Public Policy JISPO (Jurnal Ilmu Sosial dan Ilmu Politik) Jurnal Studi Komunikasi Journal of Government and Civil Society Otoritas : Jurnal Ilmu Pemerintahan Jurnal Komunikasi Ikatan Sarjana Komunikasi Indonesia Indonesian Journal of Islamic Literature and Muslim Society JURNAL MUQODDIMAH : Jurnal Ilmu Sosial, Politik dan Hummaniora Dinamisia: Jurnal Pengabdian Kepada Masyarakat JMM (Jurnal Masyarakat Mandiri) Jurnal Ilmiah Ilmu Pemerintahan Paradigma POLISTAAT: Jurnal Ilmu Sosial dan Ilmu Politik Journal of Contemporary Islam and Muslim Societies Reformasi : Jurnal Ilmiah Ilmu Sosial dan Ilmu Politik Jurnal Ilmu Pemerintahan Widya Praja Jurnal Ilmiah Wahana Bhakti Praja Jurnal Ilmiah Tata Sejuta STIA Mataram Mawaizh : Jurnal Dakwah dan Pengembangan Sosial Kemanusiaan Moderat The Journal of Society and Media PERSPEKTIF Politea : Jurnal Politik Islam MODERAT: Jurnal Ilmiah Ilmu Pemerintahan Journal of Applied Data Sciences Masyarakat Indonesia Nakhoda: Jurnal Ilmu Pemerintahan Jurnal Pemerintahan dan Kebijakan (JPK) Prosiding Seminar Nasional Program Pengabdian Masyarakat PANDAWA : Jurnal Pengabdian kepada Masyarakat Epistemé: Jurnal Pengembangan Ilmu Keislaman Jurnal Studi Pemerintahan Indonesian Journal of Islamic Literature and Muslim Society Politik Indonesia: Indonesian Political Science Review Studia Islamika
Ridho Al-Hamdi
Universitas Muhammadiyah Yogyakarta
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Public Health Social Sciences Other

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Journal : Journal of Applied Data Sciences

 1 
Classification of Political Party Conflicts and Their Mediation Using Modified Recurrent Convolutional Neural Network Riyadi, Slamet; Suradi, Muhamad Arief Previasakti; Damarjati, Cahya; Chen, Hsing-Chung; Al-Hamdi, Ridho; Masyhur, Ahmad Musthafa
Journal of Applied Data Sciences Vol 6, No 1: JANUARY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i1.513

Abstract

The rapid proliferation of political information on the internet has exacerbated conflicts within political parties, including elite disputes, dualism, candidate controversies, and management issues, which can undermine political stability and public trust. To address these challenges, this study introduces the Modified Recurrent Convolutional Neural Network (M-RCNN), an enhanced RCNN model designed to improve classification accuracy and mitigate overfitting by incorporating additional layers and dropout mechanisms. The primary objective of this research is to provide an efficient and accurate framework for classifying political conflicts and mediation strategies, overcoming the limitations of traditional methods, particularly in handling imbalanced datasets and intricate data patterns. Using a dataset of 1,106 Indonesian news articles categorized into four conflict types—elite disputes, management, presidential, and legislative candidate conflicts—and four mediation strategies—leadership decisions, deliberation, legal channels, and none—the data underwent extensive preprocessing, tokenization, and an 80:20 training-testing split. The M-RCNN achieved a conflict classification accuracy of 98.0%, a precision of 99.0%, and a loss of 0.03, significantly outperforming baseline models, including CNN (85.0% accuracy), RNN with LSTM (88.0%), and standard RCNN (85.0%). For mediation strategy classification, the model demonstrated exceptional performance with an accuracy of 99.0%, a precision of 99.0%, and a loss of 0.01, highlighting its robustness and scalability. This study’s novelty lies in its ability to process imbalanced and complex datasets with unparalleled precision and efficiency, providing a practical framework for automated political conflict analysis and mediation. The findings underline the potential of the M-RCNN model to revolutionize political science applications by delivering reliable, fast, and accurate tools for analyzing and resolving political conflicts, thereby contributing to the advancement of artificial intelligence in promoting political stability and fostering public trust.
Co-Authors AA Sudharmawan, AA Achmad Nurmandi Adibah Dhivani Gusmi Ahmad Syukri . Akbar, Ali - Alfian Nurochman Ali - Akbar Alim Bubu Swarga Anawati, Dyah Mely Annida Ulfah Annisa Risky Ramadan Arfan Ashari Saputra Arissy Jorgi Sutan Astri Candra Dewi Awang Darumurti, Awang Bachtiar Dwi Kurniawan, Bachtiar Dwi Bambang Eka Cahya Widodo Banggu, Masni Cahya Damarjati Chen, Hsing-Chung Danang Kurniawan, Danang David Efendi Dewanti, Mike Diah Riski Hardiana Diah Riski Hardiana Dimas Subekti Dyah Mely Anawati Elis Nugraha Septiana Erna Trianggorowati Erna Trianggorowati Gusmi, Adibah Dhivani Haedar Nashir Halimah Abdul Manaf Halimah Halimah Hardiana, Diah Riski Heriansyah Anugrah Indar Surahmat Indriyani, Nessa Rizky Ismed Kelibay Karmila Zahrani Al Hayati Khabir, Muhammad Hazim Kharisma Purwandani Kurnia, Rahmat Kahfi Kurniasari, Lenny Kurniawati, Nawang Laras Lingganingrum Mahmud, Ramli Masyhur, Ahmad Musthafa Moch. Rifqi Mei Redha Muhamad Iqbal Muttaqin Muhammad Eko Atmojo, Muhammad Eko Naprathansuk, Non Nawang Kurniawati Nawang Kurniawati Non Naprathansuk Nur Hayati, Neni Nur Sofyan Nuryani, Najli Aidha Pahlevi, Moch Edward Trias Rahmat, Al Fauzi Resky Sirupang Kanuna Sahrul Pora Sakir Sakir Sakir Sakir, Sakir Sakti, Andi Muhammad Sary Septiana, Elis Nugraha Siti Maharani Chumairah Slamet Riyadi Sri Agustiningsih Suradi, Muhamad Arief Previasakti Suranto Suranto Suswanta Swarga, Alim Bubu Tanto Lailam Tanto Lailam Tri Oka Putra Laksana Trianggorowati, Erna Trianisa, Krisma TUNJUNG SULAKSONO Tyas Hadi Angesti Vindhi Putri Pratiwi Widiyastuti Setiabudi WIDODO, BAMBANG