International Journal of Informatics and Computation
Vol. 4 No. 2 (2022): International Journal of Informatics and Computation

Implementation of KNN Algorithm for Occupancy Classification of Rehabilitation Houses

Nurhadi Wijaya (Universitas Respati Yogyakarta)
Joko Aryanto (Universitas Teknologi Yogyakarta)
Kasmawaru Kasmawaru (Universitas Dipa Makassar)
Anang Faktchur Rachman (Universitas Madura)



Article Info

Publish Date
31 Dec 2022

Abstract

The 2010 eruption of Mount Merapi and the resulting rain lava in Central Java's Kab. Sleman DIY and Magelang Regency damaged homes and infrastructure. According to the Head of BNPB Regulation No. 5, the Community Rehabilitation and Reconstruction and Community-Based Settlement program plan is utilized to repair and rebuild properties damaged by the 2011 Merapi eruption. Two thousand five hundred sixteen residences that will stay in the area have been built permanently due to this initiative. Occupancy rates (permanent occupancy) are used by the World Bank's Key Performance Indicators (KPI) to gauge a program's effectiveness. The database has information on how the software was used and proved successful. Databases, essential tools for introducing new data patterns and revealing previously hidden information, are used in data mining. This study applies the KNN algorithm to classify the house's occupancy status data after Mount Merapi's eruption. The accuracy results obtained from the classification of 82.03%, and the performance of the results through the AUC obtained a value of 0.935.

Copyrights © 2022






Journal Info

Abbrev

ijicom

Publisher

Subject

Computer Science & IT

Description

International Journal of Informatics and Computation (IJICOM) is an international, peer-reviewed, open-access journal, that publishes original theoretical and empirical work on the science of informatics and its application in multiple fields. Our concept of Informatics includes technologies of ...