Cyber Security of Smart Metering Infrastructure Using Median Absolute Deviation Methodology

Table 2

Comparison of few existing methods for data classification techniques.

Technique/methods	Data set	Type
Mean absolute deviation	Real	Probabilistic
Minimum covariance determinant	Real	Linear model
One-class support vector machines	Real + historical	Linear model
Deviation-based outlier detection	Real	Linear model
Connectivity-based outlier factor	Real + historical	Proximity-based
Stochastic outlier selection	Real + historical	Probabilistic
k-Nearest neighbours	Real	Proximity-based
Isolation forest	Real + historical	Outlier ensembles
Lightweight online detector of anomalies	Real + historical	Outlier ensembles