We now discuss how we determine the optimal settings for the SVDD hyperparameters ν and γ. A challenge is that we assume we only possess sensor response vectors to normal conditions. Consequently, we cannot directly evaluate the ability of SVDDs trained with different hyperparameters to detect anomalies within a cross-validation routine.