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Colloquium PaperAdaptive Agents Intelligence and Emergent Human Organization: Capturing Complexity through Agent-Based Modeling: Modeling the stylized facts in finance through simple nonlinear adaptive systems

机译:座谈会论文自适应代理情报和新兴人类组织:通过基于代理的建模来捕捉复杂性:通过简单的非线性自适应系统对金融中的程式化事实进行建模

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摘要

Recent work on adaptive systems for modeling financial markets is discussed. Financial markets are viewed as evolutionary systems between different, competing trading strategies. Agents are boundedly rational in the sense that they tend to follow strategies that have performed well, according to realized profits or accumulated wealth, in the recent past. Simple technical trading rules may survive evolutionary competition in a heterogeneous world where prices and beliefs co-evolve over time. Evolutionary models can explain important stylized facts, such as fat tails, clustered volatility, and long memory, of real financial series.
机译:讨论了用于建模金融市场的自适应系统的最新工作。金融市场被视为不同竞争策略之间的进化系统。代理人在一定程度上是理性的,因为他们倾向于按照最近实现的获利或积累的财富来遵循表现良好的策略。在价格和信念随时间共同发展的异质世界中,简单的技术交易规则可能会在进化竞争中幸免于难。进化模型可以解释重要的程式化事实,例如真实金融系列的胖尾巴,聚集的波动性和长记忆。

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