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It is a good idea to make an assumption of "no informational content" on prices to have a reference level for this $H_0$ hypothesis. The best is probably to make Monte-Carlo simulations, i.e. to simulate as many random walks as possible and to record the full distribution of the payoff, hence you will obtain a probability that your strategy is better than ...

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