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.
1 2 | DSC_subspaceDenStream(horizon = 1000, epsilon = 0.04, minPoints = 4,
beta = 0.2, mu = 1, initPoints = 1000, speed = 100)
|
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 |
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