Singularity and Slow Convergence of the EM algorithm for Gaussian Mixtures

Author:

Park Hyeyoung,Ozeki Tomoko

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Networks and Communications,General Neuroscience,Software

Reference23 articles.

1. Amari S, Nagaoka H (2000) Information geometry. AMS and Oxford University Press, New York

2. Amari S, Park H, Fukumizu K (2000) Adaptive method of realizing natural gradient learning for multilayer perceptrons. Neural Comput 12:1399–1409

3. Amari S, Park H, Ozeki T (2002) Geometrical singularities in the neuromanifold of multilayer perceptrons. In: Dietterich TG, Becker S, Ghahramani Z (eds) Advances in neural information processing systems, vol 14. MIT Press, Cambridge, MA, pp 343–350

4. Amari S, Ozeki T, Park H (2003) Learning and inference in hierarchical models with singularities. Syst Comput Jpn 34: 34–42

5. Amari S, Park H, Ozeki T (2006) Singularities affect dynamics of learning in neuromanifolds. Neural Comput 18(5): 1007–1065

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