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18 Nonlinear models: ARCH and volatility

Every model so far has assumed constant variance. Financial series violate this plainly: quiet periods and turbulent periods cluster, so the variance is itself serially dependent even when the series is uncorrelated. ARCH models that directly.

18.1 The ARCH and GARCH models
18.2 Practice problems

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