PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Alexander Ilin

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Number of EPrints submitted by this user: 7

Variational Gaussian-Process Factor Analysis for Modeling Spatio-Temporal Data
Jaakko Luttinen and Alexander Ilin
In: NIPS 2009, 6-9 Dec 2009, Vancouver, Canada.

Binary Principal Component Analysis in the Netflix Collaborative Filtering Task
Laszlo Kozma, Alexander Ilin and Tapani Raiko
In: MLSP 2009, 2-4 Sep 2009, Grenoble, France.

Transformations in Variational Bayesian Factor Analysis to Speed Up Learning
Jaakko Luttinen and Alexander Ilin
Neurocomputing Volume 73, Number 7-9, pp. 1093-1102, 2010.

Practical Approaches to Principal Component Analysis in the Presence of Missing Values
Alexander Ilin and Tapani Raiko
Journal of Machine Learning Research Volume 11, pp. 1957-2000, 2010.

Estimation of ECHAM5 climate model closure parameters with adaptive MCMC
Heikki Järvinen, Petri Räisänen, Marko Laine, Johanna Tamminen, Alexander Ilin, Erkki Oja, Antti Solonen and Heikki Haario
Atmospheric Chemistry and Physics Discussion Volume 10, Number 5, pp. 9993-10002, 2010.

Enhanced Gradient and Adaptive Learning Rate for Training Restricted Boltzmann Machines
KyungHyun Cho, Tapani Raiko and Alexander Ilin
In: International conference on machine learning (ICML 2011), 28 Jun - 2 Jul 2011, Bellevue, Washington, USA.

Improved Learning of Gaussian-Bernoulli Restricted Boltzmann Machines
KyungHyun Cho, Alexander Ilin and Tapani Raiko
In: International Conference on Artificial Neural Networks (ICANN 2011), 14-17 Jun 2011, Espoo, Finland.