Novelty/Outlier Detection

Outlier Detection: Method Comparison

Novelty Detection - OneClass SVM

Example: One Class SVM / RBF kernel

Example: Species geographic distribution modeling

Outlier Detection with Elliptic Envelope

Example: Elliptic Envelope

Isolation Forest

Example: Isolation Forest

Local Outlier Factor (LOF)

Local Outlier Factor / Novelty Detection