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An Introduction to Financial Econometrics: Time-Varying Volatility and ARCH Models Prepared by Vera Tabakova, East Carolina University.

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Presentation on theme: "An Introduction to Financial Econometrics: Time-Varying Volatility and ARCH Models Prepared by Vera Tabakova, East Carolina University."— Presentation transcript:

1 An Introduction to Financial Econometrics: Time-Varying Volatility and ARCH Models Prepared by Vera Tabakova, East Carolina University

2  14.1 The ARCH Model  14.2 Time-Varying Volatility  14.3 Testing, Estimating and Forecasting  14.4 Extensions

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5  Conditional forecast

6  Unconditional forecast

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8 Figure 14.1 Examples of Returns to Various Stock Indices

9 Figure 14.2 Histograms of Returns to Various Stock Indices

10 Figure 14.3 Simulated Examples of Constant and Time-Varying Variances

11 Figure 14.4 Frequency Distributions of the Simulated Models

12  14.3.1 Testing for ARCH effects

13 Figure 14.5 Time Series and Histogram of Returns

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16 Figure 14.6 Plot of Conditional Variance

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20 Figure 14.7 Estimated Means and Variances of Various ARCH Models

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25 Slide 14-25Principles of Econometrics, 3rd Edition  ARCH  Conditional and Unconditional Forecasts  Conditionally normal  GARCH  ARCH-in-mean and GARCH-in- mean  T-ARCH and T-GARCH  Time-varying variance


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