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Original papers

The following eight publications describe the development of methods suitable for unsupervised learning of nonlinear factor analysis models.

I
H. Lappalainen[*], ``Using an MDL-based cost function with neural networks,'' in Proceedings of the International Joint Conference on Neural Networks, IJCNN'98, (Anchorage, Alaska, USA, May 4-9), pp. 2384-2389, 1998.

II
H. Lappalainen, ``Ensemble Learning for Independent Component Analysis,'' in Proceedings of the First International Workshop on Independent Component Analysis and Blind Signal Separation, ICA'99, (Aussois, France, Jan. 11-15), pp. 7-12, 1999.

III
H. Lappalainen and X. Giannakopoulos, ``Multi-Layer Perceptrons as Nonlinear Generative Models for Unsupervised Learning: a Bayesian Treatment,'' in Proceedings of the Ninth International Conference on Artificial Neural Networks, ICANN'99, (Edinburgh, UK, Sep. 7-10), pp. 19-24, 1999.

IV
H. Lappalainen and J. W. Miskin, ``Ensemble Learning,'' in Advances in Independent Component Analysis (M. Girolami, ed.), pp. 76-92, Springer-Verlag, 2000.

V
H. Lappalainen and A. Honkela, ``Bayesian Nonlinear Independent Component Analysis by Multi-Layer Perceptrons,'' in Advances in Independent Component Analysis (M. Girolami, ed.), pp. 93-121, Springer-Verlag, 2000.

VI
H. Valpola, ``Nonlinear Independent Component Analysis Using Ensemble Learning: Theory,'' in Proceedings of the Second International Workshop on Independent Component Analysis and Blind Signal Separation, ICA 2000, (Helsinki, Finland, June 19-22), pp. 251-256, 2000.

VII
H. Valpola and P. Pajunen, ``Fast Algorithms for Bayesian Independent Component Analysis,'' in Proceedings of the Second International Workshop on Independent Component Analysis and Blind Signal Separation, ICA 2000, (Helsinki, Finland, June 19-22), pp. 233-237, 2000.

VIII
H. Valpola, ``Unsupervised learning of nonlinear dynamic state-space models,'' Publications in Computer and Information Science A59, Helsinki University of Technology, Espoo, Finland, 2000.


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Next: Contents of the publications Up: PUBLICATIONS OF THE THESIS Previous: PUBLICATIONS OF THE THESIS
Harri Valpola
2000-10-31