企业社会责任与股价关系的人工神经网络建模

Duraya Sukthomya, W. Laosiritaworn
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引用次数: 2

摘要

企业社会责任(CSR)是一个重要的组织问题,因为企业对其利益相关者的责任日益受到关注。该领域的大多数文献都试图用统计方法来研究企业社会责任与公司各种绩效指标(如股价、资金成本和资产回报率)的关系。然而,由于问题的复杂性,大多数作品的调整R方值较低,从而导致该模型得出的结论的有效性。本文介绍了人工神经网络(ANN)的应用,它是一种机器学习工具,能够对变量之间复杂的非线性关系进行建模。在这项工作中,来自泰国另类投资市场(mai)上市公司的数据被用来训练人工神经网络。与统计方法相比,训练后的人工神经网络获得了显著高的调整R方值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling of the relationship between corporate social responsibility and stock price with artificial neural network
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.
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