DSC_subspaceDenStream: DenStream for use with DSC_ThreeStage
Description
A version of the DSC_DenStream algorithm that is optimized for use with DSC_ThreeStage.
Do not attempt to use this as a standalone stream clustering algorithm.Usage
DSC_subspaceDenStream(horizon = 1000, epsilon = 0.04, minPoints = 4,
beta = 0.2, mu = 1, initPoints = 1000, speed = 100)
Arguments
horizon
range of the window
epsilon
defines the epsilon neighborhood
minPoints
minimal number of points a cluster has to contain
beta
multiplier for mu to detect outlier micro-clusters
mu
minimal number of points to form a micro-cluster
initPoints
number of points used to initialize the algorithm
speed
number of data points processed in one time unit