eprintid: 57596
rev_number: 10
eprint_status: archive
userid: 12308
dir: disk0/00/05/75/96
datestamp: 2023-03-30 15:07:58
lastmod: 2023-03-30 15:07:58
status_changed: 2023-03-30 15:07:58
type: conference_item
succeeds: 57585
metadata_visibility: show
creators_name: Siregar, Maria Ulfah
creators_name: Hardjita, Pahlevi Wahyu
creators_name: Asdin, Farhan Armawan
creators_name: Wardani, Dewi
creators_name: Wijayanto, Ardhi
creators_name: Yunitasari, Yessi
creators_name: Anshari, Muhammad
title: Housing Price Prediction Using a Hybrid Genetic Algorithm with
Extreme Gradient Boosting
ispublished: pub
subjects: TB
divisions: S2_inf
full_text_status: public
pres_type: paper
keywords: featureselection, RMSE, crossover, mutation
abstract: Predicting property prices provides a better service for customers to
evaluate and estimate price movement before their purchases. Some
features including OverallQual and GrLivArea, which were selected
when applying GA, become important features that can influence
property prices. This research proposes a hybrid Genetic algorithm
combined with the Extreme Gradient Boosting algorithm to predict
real estate housing prices. The proposed scheme is evaluated by
Root Mean Square Error, processing time, and the number of deleted
features. The proposed scheme has been compared with the sole
Extreme Gradient Boosting. The experimental results show that
the proposed scheme produces the smallest root mean square error
value of 0.129 compared to 0.133 of the sole Extreme Gradient
Boosting. Furthermore, the predicted time of the proposed scheme
is much better than the sole method.
date: 2023-02-27
date_type: published
pagerange: 296-300
event_title: The 2022 International Conference on Computer, Control, Informatics and Its Applications (IC3INA)
event_location: Online
event_dates: 22-23 November 2022
event_type: conference
refereed: TRUE
official_url: https://dl.acm.org/doi/abs/10.1145/3575882.3575939
citation:   Siregar, Maria Ulfah and Hardjita, Pahlevi Wahyu and Asdin, Farhan Armawan and Wardani, Dewi and Wijayanto, Ardhi and Yunitasari, Yessi and Anshari, Muhammad  (2023) Housing Price Prediction Using a Hybrid Genetic Algorithm with Extreme Gradient Boosting.  In: The 2022 International Conference on Computer, Control, Informatics and Its Applications (IC3INA), 22-23 November 2022, Online.     
document_url: https://digilib.uin-suka.ac.id/id/eprint/57596/1/house%20prediction.pdf