Multi layer perception modelling in the housing market
The study examines the use of multi layer perceptron network (MLP) in predicting the price of terrace houses in Kuala Lumpur (KL). Nine factors that significantly influence the price were used in this attempt. Housing data from 1994 to 1996 were presented to the network for training. Tested results...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Universiti Utara Malaysia
1999
|
Subjects: | |
Online Access: | https://repo.uum.edu.my/id/eprint/47/2/multi.pdf |
_version_ | 1825739628155502592 |
---|---|
author | Ku-Mahamud, Ku Ruhana Abu Bakar, Azuraliza Md. Norwawi, Norita |
author_facet | Ku-Mahamud, Ku Ruhana Abu Bakar, Azuraliza Md. Norwawi, Norita |
author_sort | Ku-Mahamud, Ku Ruhana |
collection | UUM |
description | The study examines the use of multi layer perceptron network (MLP) in predicting the price of terrace houses in Kuala Lumpur (KL). Nine factors that significantly influence the price were used in this attempt. Housing data from 1994 to 1996 were presented to the network for training. Tested results from the model obtained for various years were compared using regression analysis. The study provides the predictive ability of the trained MLP model that can be used as an alternative predictor in real estate analysis. |
first_indexed | 2024-07-04T05:12:33Z |
format | Article |
id | uum-47 |
institution | Universiti Utara Malaysia |
language | English |
last_indexed | 2024-07-04T05:12:33Z |
publishDate | 1999 |
publisher | Universiti Utara Malaysia |
record_format | eprints |
spelling | uum-472013-01-21T00:44:42Z https://repo.uum.edu.my/id/eprint/47/ Multi layer perception modelling in the housing market Ku-Mahamud, Ku Ruhana Abu Bakar, Azuraliza Md. Norwawi, Norita HD Industries. Land use. Labor The study examines the use of multi layer perceptron network (MLP) in predicting the price of terrace houses in Kuala Lumpur (KL). Nine factors that significantly influence the price were used in this attempt. Housing data from 1994 to 1996 were presented to the network for training. Tested results from the model obtained for various years were compared using regression analysis. The study provides the predictive ability of the trained MLP model that can be used as an alternative predictor in real estate analysis. Universiti Utara Malaysia 1999 Article PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/47/2/multi.pdf Ku-Mahamud, Ku Ruhana and Abu Bakar, Azuraliza and Md. Norwawi, Norita (1999) Multi layer perception modelling in the housing market. Malaysian Management Journal, 3 (1). pp. 61-69. ISSN 0128-6226 http://www.e-publishing.uum.edu.my |
spellingShingle | HD Industries. Land use. Labor Ku-Mahamud, Ku Ruhana Abu Bakar, Azuraliza Md. Norwawi, Norita Multi layer perception modelling in the housing market |
title | Multi layer perception modelling in the housing market |
title_full | Multi layer perception modelling in the housing market |
title_fullStr | Multi layer perception modelling in the housing market |
title_full_unstemmed | Multi layer perception modelling in the housing market |
title_short | Multi layer perception modelling in the housing market |
title_sort | multi layer perception modelling in the housing market |
topic | HD Industries. Land use. Labor |
url | https://repo.uum.edu.my/id/eprint/47/2/multi.pdf |
work_keys_str_mv | AT kumahamudkuruhana multilayerperceptionmodellinginthehousingmarket AT abubakarazuraliza multilayerperceptionmodellinginthehousingmarket AT mdnorwawinorita multilayerperceptionmodellinginthehousingmarket |