As mentioned earlier, for such a strategy framework, since there is an intermediate step of predicting future returns, the optimization of parameters can be accomplished either by fitting the autoregressive model in the sample, or by making the autoregressive model The regression strategy is accomplished by maximizing returns from transactions in the sample.

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