 | 2009 |
| 18 |  | Antti Yli-Krekola,
Jaakko Särelä,
Harri Valpola:
Selective Attention Improves Learning.
ICANN (2) 2009: 285-294 |
| 2007 |
| 17 |  | Esa Alhoniemi,
Antti Honkela,
Krista Lagus,
Santeri Jeremias Seppä,
Paul Wagner,
Harri Valpola:
Compact Modeling of Data Using Independent Variable Group Analysis.
IEEE Transactions on Neural Networks 18(6): 1762-1776 (2007) |
| 16 |  | Tapani Raiko,
Harri Valpola,
Markus Harva,
Juha Karhunen:
Building Blocks for Variational Bayesian Learning of Latent Variable Models.
Journal of Machine Learning Research 8: 155-201 (2007) |
| 2006 |
| 15 |  | Mariana S. C. Almeida,
Harri Valpola,
Jaakko Särelä:
Separation of Nonlinear Image Mixtures by Denoising Source Separation.
ICA 2006: 8-15 |
| 14 |  | Alexander Ilin,
Harri Valpola,
Erkki Oja:
Extraction of Components with Structured Variance.
IJCNN 2006: 5110-5117 |
| 13 |  | Alexander Ilin,
Harri Valpola,
Erkki Oja:
Exploratory analysis of climate data using source separation methods.
Neural Networks 19(2): 155-167 (2006) |
| 2005 |
| 12 |  | Alexander Ilin,
Harri Valpola:
Frequency-Based Separation of Climate Signals.
PKDD 2005: 519-526 |
| 11 |  | Markus Harva,
Tapani Raiko,
Antti Honkela,
Harri Valpola,
Juha Karhunen:
Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework.
UAI 2005: 259-266 |
| 10 |  | Jaakko Särelä,
Harri Valpola:
Denoising Source Separation.
Journal of Machine Learning Research 6: 233-272 (2005) |
| 9 |  | Alexander Ilin,
Harri Valpola:
On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models.
Neural Processing Letters 22(2): 183-204 (2005) |
| 2004 |
| 8 |  | Harri Valpola,
Jaakko Särelä:
Accurate, Fast and Stable Denoising Source Separation Algorithms.
ICA 2004: 65-72 |
| 7 |  | Antti Honkela,
Stefan Harmeling,
Leo Lundqvist,
Harri Valpola:
Using Kernel PCA for Initialisation of Variational Bayesian Nonlinear Blind Source Separation Method.
ICA 2004: 790-797 |
| 6 |  | Antti Honkela,
Harri Valpola:
Unsupervised Variational Bayesian Learning of Nonlinear Models.
NIPS 2004 |
| 5 |  | Harri Valpola,
Markus Harva,
Juha Karhunen:
Hierarchical models of variance sources.
Signal Processing 84(2): 267-282 (2004) |
| 2003 |
| 4 |  | Maria Funaro,
Erkki Oja,
Harri Valpola:
Independent component analysis for artefact separation in astrophysical images.
Neural Networks 16(3-4): 469-478 (2003) |
| 3 |  | Antti Honkela,
Harri Valpola,
Juha Karhunen:
Accelerating Cyclic Update Algorithms for Parameter Estimation by Pattern Searches.
Neural Processing Letters 17(2): 191-203 (2003) |
| 2002 |
| 2 |  | Harri Valpola,
Juha Karhunen:
An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models.
Neural Computation 14(11): 2647-2692 (2002) |
| 2001 |
| 1 |  | Krista Lagus,
Esa Alhoniemi,
Harri Valpola:
Independent Variable Group Analysis.
ICANN 2001: 203-210 |