Prosiding Seminar Nasional Teknologi Informasi dan Bisnis
Prosiding Seminar Nasional Teknologi Informasi dan Bisnis (SENATIB) 2023

Prediksi Harga Rumah di Kabupaten Karanganyar Menggunakan Metode Regresi Linear

Ashary Vermaysha (Universitas Duta Bangsa Surakarta)
Nurmalitasari Nurmalitasari (Universitas Duta Bangsa Surakarta)



Article Info

Publish Date
25 Jul 2023

Abstract

This research aims to apply linear regression method in predicting house prices in Karanganyar Regency, using land area, building area, number of bathrooms, number of bedrooms, and electricity capacity as independent variables. A dataset consisting of house prices and the independent data was used in the analysis. The research results show that the predicted house prices have a relatively low level of accuracy, with an error of 651614542,27. To improve the prediction accuracy, three steps are recommended. First, adding data variations from several real estate websites to expand the sample and covered house characteristics. Second, expanding the dataset by adding supporting variables such as dates, which provide information about market trends and fluctuations. Finally, exploring alternative prediction algorithms that are more supportive than linear regression. The conclusion of this research is that although linear regression can be used to predict house prices in Karanganyar Regency, the accuracy level still needs to be improved. Therefore, the proposed recommendations need to be implemented to improve the prediction model. Thus, it is expected that house price predictions in Karanganyar Regency will become more accurate and useful for use in the property market.

Copyrights © 2023






Journal Info

Abbrev

Senatib

Publisher

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Mechanical Engineering Physics

Description

Prosiding SENATIB adalah kegiatan seminar berskala nasional yang diselenggarakan oleh Fakultas Ilmu Komputer Universitas Duta Bangsa Surakarta dalam rangka diseminasi hasil penelitian tentang teknologi informasi dan bisnis. Diharapkan pada tahun 2022 melalui penerbitan prosiding ini dapat terwujud ...