LocalOutlierFactor
statistics: LocalOutlierFactor
Local Outlier Factor model for anomaly detection.
A LocalOutlierFactor object stores a Local Outlier Factor (LOF) model
fitted to a set of observations, and detects anomalies among those or new
observations through the isanomaly method. Create a model with the
lof function rather than by calling this constructor directly.
The LOF of an observation compares its local density with the local density of its neighbors; a value near 1 indicates an inlier, whereas a value well above 1 indicates an outlier that lies in a sparser region than its neighbors.
See also: lof, isanomaly
Source Code: LocalOutlierFactor
The LocalOutlierFactor class contains the following properties:
The LocalOutlierFactor class offers the following public methods:
LocalOutlierFactor: Mdl = LocalOutlierFactor (X)
LocalOutlierFactor: Mdl = LocalOutlierFactor (X, name, value)
LocalOutlierFactor: tf = isanomaly (Mdl, Xnew)
LocalOutlierFactor: [tf, scores] = isanomaly (Mdl, Xnew)
LocalOutlierFactor: […] = isanomaly (…, 'ScoreThreshold', t)
LocalOutlierFactor: tf = isanomaly (Mdl, Xnew)
LocalOutlierFactor: [tf, scores] = isanomaly (Mdl, Xnew)
LocalOutlierFactor: […] = isanomaly (…, 'ScoreThreshold', t)