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Then you step forward to the next segment of in-sample data and repeat the process. The key is to recognise the limitations of optimising and have processes in place that can be used to evaluate whether a strategy is curve fit or robust. Just because a system has performed well in a segment of out-of-sample data does not necessarily mean it is not a curve fit strategy.
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