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Leave-one-out cross-validation. The figure illustrates the leave-one-out LOO CV procedure. For each participant a classification model excluding that particular participant is trained. The model is then used to estimate the class label of the participant. This procedure is repeated for each participant to provide an unbiased estimate of the classification performance. Note that other CV schemes, including more complex nested CV are also possible.
