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Confidence and the Stock Market: An Agent-Based Approach

机译:信心与股市:基于代理的方法

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摘要

Using a behavioral finance approach we study the impact of behavioral bias. We construct an artificial market consisting of fundamentalists and chartists to model the decision-making process of various agents. The agents differ in their strategies for evaluating stock prices, and exhibit differing memory lengths and confidence levels. When we increase the heterogeneity of the strategies used by the agents, in particular the memory lengths, we observe excess volatility and kurtosis, in agreement with real market fluctuations—indicating that agents in real-world financial markets exhibit widely differing memory lengths. We incorporate the behavioral traits of adaptive confidence and observe a positive correlation between average confidence and return rate, indicating that market sentiment is an important driver in price fluctuations. The introduction of market confidence increases price volatility, reflecting the negative effect of irrationality in market behavior.
机译:使用行为金融方法,我们研究了行为偏差的影响。我们构建了一个由原教旨主义者和宪章主义者组成的人工市场,以对各种代理商的决策过程进行建模。代理商评估股票价格的策略不同,并且具有不同的记忆长度和置信度。当我们增加代理商使用的策略的异质性,特别是内存长度时,我们会观察到过度波动和峰度,与实际市场波动相吻合,这表明现实世界金融市场中的代理商展现出截然不同的内存长度。我们纳入了适应性信心的行为特征,并观察到平均信心和回报率之间存在正相关关系,这表明市场情绪是价格波动的重要驱动力。市场信心的引入增加了价格的波动性,反映出非理性对市场行为的负面影响。

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