Modeling of the relationship between corporate social responsibility and stock price with artificial neural network

© 2018 IEEE. Corporate social responsibility (CSR) is an important issue for organization due to the increasing attention of the firm responsibility to their stakeholders. Most of the literature in this area attempt to use statistical method to investigate the relationship of CSR to various firm per...

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Main Authors: Duraya Sukthomya, Wimalin Laosiritaworn
Format: Conference Proceeding
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/58368
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-583682018-09-05T04:28:26Z Modeling of the relationship between corporate social responsibility and stock price with artificial neural network Duraya Sukthomya Wimalin Laosiritaworn Business, Management and Accounting Engineering © 2018 IEEE. Corporate social responsibility (CSR) is an important issue for organization due to the increasing attention of the firm responsibility to their stakeholders. Most of the literature in this area attempt to use statistical method to investigate the relationship of CSR to various firm performance indexes such as stock price, cost of capital, and return on asset. However, most of the works have low adjusted R square value due to the complexity of problem which leads to validity of the conclusion derived from that model. This paper presents the application of artificial neural network (ANN), one of the machine learning tools capable of modeling complex and non-linear relationship between variables. In this work, data from Thai companies listed in Market for Alternative Investment (mai) were used to train ANN. The trained ANN achieved significantly high adjusted R square value comparing with the statistical method. 2018-09-05T04:23:12Z 2018-09-05T04:23:12Z 2018-04-06 Conference Proceeding 2-s2.0-85050486814 10.1109/ICITM.2018.8333949 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85050486814&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/58368
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Business, Management and Accounting
Engineering
spellingShingle Business, Management and Accounting
Engineering
Duraya Sukthomya
Wimalin Laosiritaworn
Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
description © 2018 IEEE. Corporate social responsibility (CSR) is an important issue for organization due to the increasing attention of the firm responsibility to their stakeholders. Most of the literature in this area attempt to use statistical method to investigate the relationship of CSR to various firm performance indexes such as stock price, cost of capital, and return on asset. However, most of the works have low adjusted R square value due to the complexity of problem which leads to validity of the conclusion derived from that model. This paper presents the application of artificial neural network (ANN), one of the machine learning tools capable of modeling complex and non-linear relationship between variables. In this work, data from Thai companies listed in Market for Alternative Investment (mai) were used to train ANN. The trained ANN achieved significantly high adjusted R square value comparing with the statistical method.
format Conference Proceeding
author Duraya Sukthomya
Wimalin Laosiritaworn
author_facet Duraya Sukthomya
Wimalin Laosiritaworn
author_sort Duraya Sukthomya
title Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
title_short Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
title_full Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
title_fullStr Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
title_full_unstemmed Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
title_sort modeling of the relationship between corporate social responsibility and stock price with artificial neural network
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85050486814&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/58368
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