A New Generation of Mixture-Model Cluster Analysis with Information Complexity and the Genetic EM Algorithm

In this dissertation, we extend several relatively new developments in statistical model selection and data mining in order to improve one of the workhorse statistical tools - mixture modeling (Pearson, 1894). The traditional mixture model assumes data comes from several populations of Gaussian dist...

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Bibliographic Details
Main Author: Howe, John Andrew
Published: Trace: Tennessee Research and Creative Exchange 2009
Subjects:
Online Access:http://trace.tennessee.edu/utk_graddiss/863