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FastManly: An EM-Gradient Algorithm for Manly Mixture Models

arXiv机器学习 2024-10-02 00:31 6 阅读 查看原文

A faster implementation of mixtures of Manly transformations is proposed.

This method, called FastManly, uses Newton's method for optimization in an EM gradient algorithm instead of Nelder-Mead in a traditional EM.

A gradient and full Hessian are derived.

Simulations show improved performance with noticeable speedups.