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IDENTIFYING THE NUMBER OF COMPONENTS IN GAUSSIAN MIXTURE MODELS USING NUMERICAL ALGEBRAIC GEOMETRY

Using Gaussian mixture models for clustering is a statistically mature method for clustering in data science with numerous successful applications in science and engineering. The parameters for a Gaussian mixture model are typically estimated from training data using the iterative expectation-maximi...

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Bibliografiske detaljer
Udgivet i:J Algebra Appl
Main Authors: SHIRINKAM, SARA, ALAEDDINI, ADEL, GROSS, ELIZABETH
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8048412/
https://ncbi.nlm.nih.gov/pubmed/33867617
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1142/s0219498820502047
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