DriftType: List of SHC Drift Templates

In dkrleza/SHClus: Statistical Hierarchical Clustering

Description

Described in [1]. The following templates are available:

• FastDrift - cbNLimit = 40, cbVarianceLimit = 6, driftCheckingSizeRatio = 1.0, driftMovementMDThetaRatio = 0.6

• SlowDrift - cbNLimit = 120, cbVarianceLimit = 9, driftCheckingSizeRatio = 2.0, driftMovementMDThetaRatio = 1.0

• NoDrift - cbNLimit = 0, cbVarianceLimit = 0

• UltraFastDrift - cbNLimit = 20, cbVarianceLimit = 6, driftCheckingSizeRatio = 0.5, driftMovementMDThetaRatio = 0.5

• NormalDrift - cbNLimit = 80, cbVarianceLimit = 8, driftCheckingSizeRatio = 1.3, driftMovementMDThetaRatio = 0.8

Author(s)

Dalibor Krleža

References

[1] Krleža D, Vrdoljak B, and Brčić M, Statistical hierarchical clustering algorithm for outlier detection in evolving data streams, Machine Learning, Sep. 2020

dkrleza/SHClus documentation built on Feb. 25, 2021, 10:30 p.m.