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Result of the grid search strategy to identify the optimal sliding window size for classification. The 10 s window size with 50% of overlap achieved the highest F1-Score (94.64%). Overall in almost all the window sizes tested, the introduction of the overlapping between consecutive windows allowed an increase in the classification performance.
