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cs.LG2016★ 1 cited
A Critical Connectivity Radius for Segmenting Randomly-Generated, High Dimensional Data Points
Robert A. Murphy
Motivated by a -dimensional (unsupervised) image segmentation task whereby local regions of pixels are clustered via edge detection methods, a more general probabilistic mathema…
cs.LG2015
Estimating the Mean Number of K-Means Clusters to Form
Robert A. Murphy
Utilizing the sample size of a dataset, the random cluster model is employed in order to derive an estimate of the mean number of K-Means clusters to form during classification of…
cs.LG2015
A Neural Network Anomaly Detector Using the Random Cluster Model
Robert A. Murphy
The random cluster model is used to define an upper bound on a distance measure as a function of the number of data points to be classified and the expected value of the number of…