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A Pseudo-Bayesian Model for Stock Returns In Financial Crises

机译:金融危机中股票收益的伪贝叶斯模型

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Abstract Recently, there has been a considerable interest in the Bayesian approach for explaining investors' behaviorial biases by incorporating conservative and representative heuristics when making financial decisions, (see, for example, Barberis, Shleifer and Vishny (1998)). To establish a quantitative link between some important market anomalies and investors' behaviorial biases, Lam, Liu, and Wong (2010) introduced a pseudo-Bayesian approach for developing properties of stock returns, where weights induced by investors' conservative and representative heuristics are assigned to observations of the earning shocks and stock prices. In response to the recent global financial crisis, we introduce a new pseudo-Bayesian model to incorporate the impact of a financial crisis. Properties of stock returns during the financial crisis and recovery from the crisis are established. The proposed model can be applied to investigate some important market anomalies including short-term underreaction, long-term overreaction, and excess volatility during financial crisis. We also explain in some detail the linkage between these market anomalies and investors' behavioral biases during financial crisis.
机译:摘要最近,人们对贝叶斯方法产生了浓厚的兴趣,该方法通过在制定财务决策时纳入保守和代表性启发法来解释投资者的行为偏见(例如,参见Barberis,Shleifer和Vishny(1998年))。为了在一些重要的市场异常与投资者的行为偏见之间建立定量联系,Lam,Liu和Wong(2010)引入了一种伪贝叶斯方法来开发股票收益的属性,其中分配了由投资者的保守和代表性启发法引起的权重对盈利冲击和股价的观察。为了应对最近的全球金融危机,我们引入了一种新的伪贝叶斯模型,以纳入金融危机的影响。建立了金融危机期间股票收益的属性以及从危机中恢复的属性。该模型可用于调查一些重要的市场异常情况,包括短期反应不足,长期反应过度以及金融危机期间的过度波动。我们还将详细解释这些市场异常现象与金融危机期间投资者的行为偏向之间的联系。

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