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In copula modeling for time series data, why do we need to fit ARIMA/GARCH and then work on standardized residulas.?

If the univariate time series follow ARMA+GARCH, why do we not model them as i.i.d.? After all, it would make our job easier. The answer is, inference based on an i.i.d. assumption will be wrong and ...
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