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LPSBest computes the similarity based on a preset segment length factor and depth. The setting of segment length and the depth is determined based on a leave-one-out (LOO) cross-validation (CV) accuracy on the training data. Attached zip file contains 75 *.Rdata files that contains a list called 'tuned'. 'tuned' has the following information (recall that our experiments allowed for 21 model evaluations).
Similar information is provided in the package's manual on CRAN (page 14). Function 'tuneLearnPattern' returns:
A list with the following components:
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