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Long-Term Effects of Climate Change on Housing Market analytics in Amaravati, Capital of Andhra Pradesh in India, Using Machine Learning

Long-Term Effects of Climate Change on Housing Market analytics in Amaravati, Capital of Andhra Pradesh in India, Using Machine Learning
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Author(s): Bhimavarapu Usharani (Koneru Lakshmaiah Education Foundation, India)
Copyright: 2021
Pages: 22
Source title: Handbook of Research on Climate Change and the Sustainable Financial Sector
Source Author(s)/Editor(s): Odunayo Magret Olarewaju (Durban University of Technology, South Africa)and Idris Olayiwola Ganiyu (York St John University, United Kingdom)
DOI: 10.4018/978-1-7998-7967-1.ch020

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Abstract

Housing markets are known to be affected by adverse environments (i.e., environmental air pollution incidents affect Indian urban residents). Urban atmosphere quality has changed extensively with PM2.5 and O3 becoming the primary atmosphere indicators of concern because of dense cities in recent years. There is a correlation between the air pollution of Amaravati with the housing market model. When estimating the housing market, the chapter makes use of the extended regression model together with several constant results in conformity with higher rule. However, there is an insignificant affinity including the concentration regarding SO2 and the concentration of O3 appears according to positively increase the housing values. This chapter therefore examines the influence of actual real estate investment over atmosphere characteristics through the use of a sample on 26 prefecture-level cities in India from 2010–2019 through countless econometric models.

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