Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam

Valuers face various challenges in determining property prices and rental values due to their heavy dependence on market data. The use of existing databases in property valuation assignments presents intrinsic challenges where the valuer might derive incorrect assumptions in analysing value-issued c...

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Main Author:	Abdul Salam, Muhamad Harussani
Format:	Thesis
Language:	English
Published:	2022
Subjects:	Service industries
Online Access:	https://ir.uitm.edu.my/id/eprint/82868/1/82868.pdf
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id	my-uitm-ir.82868
record_format	uketd_dc
spelling	my-uitm-ir.828682023-12-26T06:43:58Z Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam 2022 Abdul Salam, Muhamad Harussani Service industries Valuers face various challenges in determining property prices and rental values due to their heavy dependence on market data. The use of existing databases in property valuation assignments presents intrinsic challenges where the valuer might derive incorrect assumptions in analysing value-issued comparable data. It is worth noting that when predicting property values and rentals, appraisers and investors cannot rely on historical market data from real estate transactions. With the increasing spectrum of Industrial Revolution 4.0, the introduction of certain computing techniques optimised the advancements in data science technologies are unavoidably the best options. Thus, this research aims to develop the office building rental prediction model based on machine learning. To fulfil this aim, this research proposed three (3) objectives, firstly to identify the factors affecting office building rental based on the statistics from previous empirical study through the systematic literature review. 2022 Thesis https://ir.uitm.edu.my/id/eprint/82868/ https://ir.uitm.edu.my/id/eprint/82868/1/82868.pdf text en public masters Universiti Teknologi MARA (UiTM) College of Built Environment Mohd, Thuraiya
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
advisor	Mohd, Thuraiya
topic	Service industries
spellingShingle	Service industries Abdul Salam, Muhamad Harussani Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
description	Valuers face various challenges in determining property prices and rental values due to their heavy dependence on market data. The use of existing databases in property valuation assignments presents intrinsic challenges where the valuer might derive incorrect assumptions in analysing value-issued comparable data. It is worth noting that when predicting property values and rentals, appraisers and investors cannot rely on historical market data from real estate transactions. With the increasing spectrum of Industrial Revolution 4.0, the introduction of certain computing techniques optimised the advancements in data science technologies are unavoidably the best options. Thus, this research aims to develop the office building rental prediction model based on machine learning. To fulfil this aim, this research proposed three (3) objectives, firstly to identify the factors affecting office building rental based on the statistics from previous empirical study through the systematic literature review.
format	Thesis
qualification_level	Master's degree
author	Abdul Salam, Muhamad Harussani
author_facet	Abdul Salam, Muhamad Harussani
author_sort	Abdul Salam, Muhamad Harussani
title	Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
title_short	Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
title_full	Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
title_fullStr	Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
title_full_unstemmed	Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam
title_sort	development of office building rental prediction model based on machine learning / muhamad harussani abdul salam
granting_institution	Universiti Teknologi MARA (UiTM)
granting_department	College of Built Environment
publishDate	2022
url	https://ir.uitm.edu.my/id/eprint/82868/1/82868.pdf
_version_	1794191950869430272

Development of office building rental prediction model based on machine learning / Muhamad Harussani Abdul Salam

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