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Model-Based Clustering for Image Segmentation and Large Datasets via Sampling

Journal of ClassificationPublished 1 September 2004
Ron Wehrens, L.M.C. Buydens, Chris Fraley, Adrian E. Raftery
Citations78
SJR quartileQ1
SJR score0.71
SNIP1.33

TL;DR

These experiments suggest that a stable method with better performance can be obtained with two straightforward modifications to the simple sampling method: several tentative models are identified from the sample instead of just one, and several EM steps are used rather than just one E step to classify the full data set.

Abstract

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Keywords

Computer Science