Outlier detection with several methods.¶ When the amount of contamination is known, this example illustrates three different ways of performing Novelty and Outlier Detection: based on a robust estimator of covariance, which is assuming that the data are Gaussian distributed and performs better than the One-Class SVM in that case. using the One-Class SVM and its ability to capture the shape of the