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Thibault Hallouin
authored
The bootstrapping method is based on a non-overlapping block sampling with replacement, where the blocks are years of data. The number of samples and the sample length (i.e the number of year blocks) are both customisable. The method is accessible both for deterministic and probabilistic evaluation where a new axis is added. For now, the metrics for all the samples are returned, but in the future, some summary statistics would be implemented (e.g. quantiles or mean/standard deviation). /!\ For determinist evaluation, the n-dimensional functionality became untenable such that the number of dimensions was fixed and restricted to 2D tensors. New unit tests are included to test both the bootstrapping generator and the numerical results obtained with the bootstrapping turned on.
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