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Analysis of Financial Time Series by Ruey S. Tsay is a technical book in financial econometrics and applied statistics. It is designed to explain how financial data behave over time and how that behavior can be modeled for inference, forecasting, and risk analysis. The book focuses on time series methods that are especially relevant to asset returns, volatility, correlation dynamics, and other features that make financial data different from ordinary statistical data. Across its editions, it has become known for combining theory with real market data, making it useful both as a course text and as a reference for practitioners. Rather than treating finance as a purely theoretical field, the book emphasizes empirical modeling tools that can be used on stocks, exchange rates, interest rates, and related series. Its purpose is to give readers a systematic framework for understanding serial dependence, changing variability, and multivariate relationships in financial markets.