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Asset Price Dynamics, Volatility, and Prediction by Stephen J. Taylor (Paperback, 2007)

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Stephen Taylor provides a comprehensive introduction to the dynamic behavior of asset prices, relying on finance theory and statistical evidence. He uses stochastic processes to define mathematical models for price dynamics, but with less mathematics than in alternative texts.