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signal construction #2

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@mcmcs

There are three main hyperparameters for signal construction

  1. moving average of $x_{i,t}$ taking average of the last m realizations (current choice m = 3)
  2. $\tau$'s quantile of $\bar{x}_{i,t}^{m}$ (current choice $\tau$=0.25)
  3. take quantile based on the last $\ell$ realizations (current choice $\ell$=Inf)

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