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Journal : INOVTEK Polbeng - Seri Informatika

Digital Record Classification Using SVM on Permissioned Blockchain Hyperledger Fabric for Regional Status Visualization Muhammad Azhar Rasyad; Widdy Chandra Permana; Mohammad Syafrullah
INOVTEK Polbeng - Seri Informatika Vol. 10 No. 3 (2025): November
Publisher : P3M Politeknik Negeri Bengkalis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35314/dfyc4v87

Abstract

This paper proposes a simulation-based model for classifying public aspiration records using the Support Vector Machine (SVM) Linear algorithm integrated with a permissioned blockchain network, Hyperledger Fabric. A total of 1,000 simulated text entries were manually labeled into two categories, complaints and aspirations, and three urgency levels (high, medium, and low) by the researchers. Text preprocessing included case folding, stopword removal, stemming, and TF–IDF vectorization. The model was evaluated using 5-fold cross-validation with an 80:20 train-test split and random seed 42, producing an accuracy of 77.5%, an F1-score of 0.78, and AUC of 0.86 for category classification, and 35.5% accuracy with AUC 0.58 for urgency classification. Integration testing with Hyperledger Caliper achieved 128 transactions per second throughput, 182 ms latency, and 2.4 s block commit time with an average block size of 412 KB, demonstrating efficient and verifiable data management. Although based on simulated data, the proposed SVM Blockchain architecture provides an initial foundation for secure, transparent, and data-driven decision-making in digital government systems.
Co-Authors Abdul Rahman Abdul Rahman Wahid Abhishek Abhishek Abhishek Singh Abhishek, Abhishek Achmad Maulana Achmad Solichin Adiyarta, Krisna Agarwal, Prachi Agarwal, Sonali Agarwal, Sonali Agarwal, Sonali Agung Darmawan Agus Riyanto Alvian Winata, Arif Andrico Andrico Anggraini, Triana Aria Mustofa Hidayat Armando Ondihon Kristoper Purba Arumgam, Yogesvaran Bayuaji, Luhur Darmawan, Agung Devit Setiono Dewi Kusumaningsih Dewi, Ernawati Dhannuri, Syam Prasad Dwi Pebranti Dwi Pebrianti Elizabeth Yohanes Emil Salim Ernawati Dewi Esti Setiasih Gaol, GA Monang Lumban Hadi Syahrial Hadjianto, Mardi Hanif, Raihan Labib Indra Riyanto Irawan Irawan Irawan Irawan Jamhari Jamhari Java, Muhammad Arya K Singh Kalyzta, Juan Kassim, Siti Rafidah Binti Krisna Adiyarta Kusumaningsih, Dewi Luhur Bayuaji M. Ivan Putra Eriansya Makhdum Rosadi Martono Martono Maulidia, Mia Meilieta Anggriani Porrie Mohammad Fadhil Abas Muhammad Azhar Mujahid Muhammad Azhar Rasyad Muhammad Hasanul Huda Mutiarawan, Rezza Anugrah Nagabhushan, P. Narinder Punn Nugraha Abdullah, Indra Nurnajmin Qasrina Ann Nurnajmin Qasrina Ann Ayop P. Nagabhushan Painem, Painem Pandu Pradinata Pebranti, Dwi Porrie, Meilieta Anggriani Prachi Agarwal Prasetiamaolana, Eko Pudoli, Ahmad Punn, Narinder Purba, Armando Ondihon Kristoper Purwanto Purwanto Qasrina Ann Ayop, Nurnajmin Rakesh Kumar Yadav Ramdhan, Syaipul Ratna Kusumawardani Ratna Kusumawardani, Ratna Rezza Anugrah Mutiarawan Rianto, Yan Ridho Saputra Rizki Aji Wibowo Roeswidiah, Ririt Rusdah Rusdah Ruwirohi, Jan Everhard S. Venkatesan Sadhana Tiwari Sambhavi Tiwari Samidi Samidi Sanjay Kumar Sonbhadra Sanjay Kumar Sonbhadra Sari, Widya Kumala Setyawan Widyartoh Shekhar Verma Shkehar Verma Singh, Abhishek Singh, K Siti Rafidah Binti Kassim Sonali Agarwal Sonali Agarwal Sonali Agarwal Sonbhadra, Sanjay Kumar Sonbhadra, Sanjay Kumar Sumarudin, Muhammad Supardi Supardi Supardi Supardi Supardi, Supardi Syaddad, Muhammad Sulthan Syaiful Anwar Syaipul Ramdhan Syam Prasad Dhannuri Thisa Tri Utami Tiwari, Sadhana Tiwari, Sambhavi Tutik Sri Susilowati Venkatesan, S. Verma, Shekhar Verma, Shkehar Victor Ilyas Sugara Widdy Chandra Permana Widya Kumala Sari Widyartoh, Setyawan Windarto, Windarto Yadav, Rakesh Kumar Yan Rianto Yodi Susanto Yogesvaran Arumgam Yulianawati Yulianawati Yulianawati Zulkarnaen Noor Syarif