In this case we observe distinct periods of high and low volatility
A more accurate measure of risk would be to measure the risk or volatility in these high and low risk areas separately, and then base our forecast depending on whether or not we are currently in a high or low volatility period
This implies, we would have the problem of assessing whether we were currently in a high or low risk period
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