JURTIK: Jurnal Penelitian dan Pengembangan Teknologi Informasi dan Komunikasi
Vol 13 No 1 (2024): Jurnal Penelitian dan Pengembangan Teknologi Informasi dan Komunikasi

Penerapan Pembelajaran Mesin Menggunakan Algoritma Regresi Linier Untuk Prediksi Harga Rumah

Mina Ismu Rahayu (Sekolah Tinggi Manajemen Informatika dan Komputer Bandung)
Nurul Hikmah Rafika Dewi (Sekolah Tinggi Manajemen Informatika dan Komputer Bandung)
Herna Gunawan (Sekolah Tinggi Manajemen Informatika dan Komputer Bandung)



Article Info

Publish Date
01 Jun 2024

Abstract

The price of properties has been indicated to increase annually in the primary market, according to Bank Indonesia's (BI) Residential Property Price Survey (SHPR) for the first quarter of 2022. The IHPR (Residential Property Price Index) rose across almost all house types. Growth for small house types was 2.01% year-on-year, for medium house types 2.18%, and for large house types 1.11% . Meanwhile, in the second quarter of 2022, growth is expected to be limited to 1.16%. Property price predictions will be highly sought after by the public, especially those interested in acquiring properties with their desired specifications. This study predicts house prices by applying machine learning with a case study of data from Pondok Sabilulungan Permai. The data used spans from 2018 to 2023. The objective of this study is to develop a house price prediction application. RMSE (Root Mean Squared Error) was used to calculate errors. The prediction results using linear regression showed an error of 0.66. Based on the linear regression model results, an accuracy of 90.08% was achieved, indicating that the system is performing well.

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Journal Info

Abbrev

jurtik

Publisher

Subject

Computer Science & IT

Description

Jurnal Penelitian dan Pengembangan Teknologi Informasi dan Komunikasi (JURTIK) adalah jurnal akademik yang diterbitkan dua kali setahun, yaitu pada bulan Juni dan Desember, melalui proses tinjauan sejawat (peer-review) yang ketat. Jurnal ini didedikasikan untuk memfasilitasi pertukaran ide dan ...