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A mixture of generalized hyperbolic factor...
Journal article

A mixture of generalized hyperbolic factor analyzers

Abstract

The mixture of factor analyzers model, which has been used successfully for the model-based clustering of high-dimensional data, is extended to generalized hyperbolic mixtures. The development of a mixture of generalized hyperbolic factor analyzers is outlined, drawing upon the relationship with the generalized inverse Gaussian distribution. An alternating expectation-conditional maximization algorithm is used for parameter estimation, and the …

Authors

Tortora C; McNicholas PD; Browne RP

Journal

Advances in Data Analysis and Classification, Vol. 10, No. 4, pp. 423–440

Publisher

Springer Nature

Publication Date

December 2016

DOI

10.1007/s11634-015-0204-z

ISSN

1862-5347

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