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Journal : Scientific Journal of Informatics

Penerapan Algoritma K-Nearest Neighbor Untuk Klasifikasi Rumah Layak Atau Tidak Layak Huni (Studi Kasus: Desa Bulu Kecamatan Kraksaan Kabupaten Probolinggo) Deniyanto Muchlizin Wahidillah; Abu Tholib; Muafi Muafi
Jurnal Ilmiah Informatika Vol. 7 No. 2 (2022): Jurnal Ilmiah Informatika
Publisher : Department of Science and Technology Ibrahimy University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35316/jimi.v7i2.75-84

Abstract

The house is a need that must be met, in addition to food and clothing needs, as well as an indicator of community welfare, to create a safe, comfortable and healthy living environment. The government provides social rehabilitation assistance to the community for uninhabitable houses by helping to buy building materials so they can rehabilitate homes that are not proper. In Bulu Village there are still many places to live that are categorized as uninhabitable houses. This is because of the community's income factor and limited knowledge about the function of the house, as well as facilities and infrastructure that make it increasingly difficult to realize livable dwellings. This research uses the K-Nearest Neighbor algorithm for the classification of decent or uninhabitable homes which aims to provide convenience in determining prospective recipients of social rehabilitation assistance for uninhabitable houses with accurate results and minimizing mistargeting. The results of this study are an average accuracy of 96.25% with a standard deviation of 5.73% in the 7th model test using 10-fold cross-validation with odd k and validation and evaluation of results with the confusion matrix getting an accuracy value of 100%, the precision value is 100%, the recall value is 100%, and the f-measure value is 100% with k = 13.
Co-Authors Agusmawati, Nanda Kurnia Ahmad Baidowi Eko Fitra Firmanda Ahmad Baidowi Eko Fitra Firmanda Ahmad Halimi Ahmad Hudawi As Ahmad Hudawi AS ahmad taufiqul imam Alfan Maulan Andi, Moh syaiful Basit, Illiyah Ibnul Cahyuni Novia Deddy Junaedi Deniyanto Muchlizin Wahidillah Devita Alif Barmansyah Eka Wahyu Ramadhan Eko Fitra Firmandani, Ahmad Muzakki Eliyanto, Andik Elfandiyono Erna Daniati Fadli Hidayat, M Noer Fadli Hidayat, M. Noer Fathorazi Nur Fajri Fauziah, Gustin Fitwatul Khoiriyah Furqon, Ainul Gulpi Qorik O tagalu .P Guterres, Juvinal Ximenes Hairani Hairani Halimi, Ahmad Hidayat, M. Noer Hudawi AS, Ahmad Ihsan, Gilang Hafidzul Inayatul Maula Itqan, Moh Syadidul Janhasmadja, Mengas Juvinal Ximenes Guterres Juvinal Ximenes Guterres Khoiriyah, Fitwatul Linda Uswatun Hasanah Marzuki, Muhammad Ismail Maula, Inayatul Maulidiansyah, Maulidiansyah Misbahul Munir Moh Ali Ishaq Moh Lailul Ilham Moh Syadidul Itqan Muafi Muafi Muafi Muh Nurul Imam Musfiroh Musfiroh, Musfiroh Nanda Kurnia Agusmawati Qurrotu Aini, Qurrotu Rahman, M Fadhilur Ratri Enggar Pawening Resty Wulanningrum Rian Hidayat Rianto, M. Erfan Rizal Sulton Salman, Moh Setiyo Adi Nugroho Sholeha, Selfia Hafidatus Sholehah, Baitus Shudiq, Wali Ja'far Sihabillah, Ahmad Soleh, Paisal Sukron, Moh Supri yono Supri Yono, Supri Supriadi, Ahmad Syafiih, M Syaroni, Wahab Syaroni, Wahab Taufiqur Rahman, Taufiqur Tsabbit Albannani, Nur Wahyu Virda Virdausih Putri Wahab Syaroni Wahab Syaroni Wali Ja’far Shudiq Warda, Faridatul Wiwin Yuliana Ximenes Guterres, Juvinal Yaqin, Moh. Ainol Yaqin, Moh. Ainol Yaqin Yayat Hidayat Yoga Yuniadi Yuliana, Wiwin Yuri Ariyanto Zain, Ahmad Naufal Waliyus Zainal Arifin Zainal Arifin