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Muhammad Nasrullah
Jurusan Syariah dan Ekonomi Islam STAIN Pekalongan Jl. Kusumabangsa No. 9 Pekalongan Jawa Tengah 51141
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Journal : Jurnal Penelitian Pendidikan IPA (JPPIPA)

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Analysis of Naïve Bayes and K-Nearest Neighbors Algorithms for Classifying Fishermen Aid Eligibility Nasrullah, Muhammad; Surarso, Bayu; Nurhayati, Oky Dwi
Jurnal Penelitian Pendidikan IPA Vol 10 No 10 (2024): October
Publisher : Postgraduate, University of Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/jppipa.v10i10.8818

Abstract

This article analyzes the use of data mining with Naïve Bayes and K-Nearest Neighbor (KNN) algorithms to build classification models and evaluate their performance in identifying fishermen eligible for aid. The study aims to compare the effectiveness of these algorithms in handling imbalanced datasets using the Synthetic Minority Over-sampling Technique (SMOTE). The research applies SMOTE to improve the balance of the dataset before classification. Without SMOTE, Naïve Bayes achieved an accuracy of 97.01%, precision of 94.16%, recall of 96.67%, and F1-score of 95.39%. KNN, on the other hand, reached an accuracy of 94.04%, precision of 94.53%, recall of 86.00%, and F1-score of 90.06%. After applying SMOTE, both algorithms improved: Naïve Bayes attained an accuracy of 98.33%, precision of 96.86%, recall of 100.00%, and F1-score of 98.49%, while KNN reached an accuracy of 96.90%, precision of 97.72%, recall of 96.19%, and F1-score of 96.94%. The results show that Naïve Bayes, with SMOTE, outperforms KNN in managing data imbalance and accurately classifying eligible fishermen for aid.
Co-Authors A.A. Ketut Agung Cahyawan W Abdillah, Muhammad Helmy ADILA, NUR Amalia, Amanda Anami, Khoirul Anggraini, Erlin Yuli Anwar, M Syahid Arindra Fadillah, Reza Aris Kusumawati Ayu Endah Wahyuni Ayu Rospricilia, Tita Azhari A Bayu Surarso Cast Torizellia Chofifah, Syarifatul Chumaidah, Nur Elyatul DEWI RAHMAWATI Dina Lusianti Emilia Susanti Fadillah, Muhammad Firmansyah, Ainurrohman Fodhil, Muhammad Helmi, Niko I Nyoman Sudana Degeng Indayaty, Amirilia Indriani Indriani Jepri Nugrawiyati Julianto, Tri Koesmawan Kuat Ismanto M Afrizal M, Amril M. Iqbal Arsyad Masnur Masnur Muhajirin, Muhajirin Mushowwifin, Muhammad Samkhan Muslim Afandi Nalim Nalim Nalim Nasir Malik, Muhammad Nisa, Umul Khoirun Noerma Pudji Istyanto Nurul Murtadho Oky Dwi Nurhayati Prasetyo, Nur Hidayat Eko Pryla Rochmahwati Puswanti, Teresia Putri, Sandy Auliya Rahmawati, Linda Roziqin, Muhamad Khoirur Saida Ulfa Setyawan, Rai Sholihah, Siti Sirait, Bonar Siregar, Syawaluddin Subhan, Mhd Sulaiman Syadan, Syadan Syawalia, Tasya Tinus, Agus Titus Kristanto Tuanto, Eko Virasari, Cantika Anisya Wahyudi, Ikhsan Wahyunita, Sari Walid Maulana Hadiansyah Wijaya Poetra Subijanto, Ramadika Yusoff, Rushami