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Publications of Author

1. Mariana S. C. Almeida, Harri Valpola, Jaakko Särelä
   Separation of Nonlinear Image Mixtures by Denoising Source Separation. [Citation Graph (0, 0)][DBLP]
   ICA, 2006, pp:8-15 [Conf]
   
2. Antti Honkela, Stefan Harmeling, Leo Lundqvist, Harri Valpola
   Using Kernel PCA for Initialisation of Variational Bayesian Nonlinear Blind Source Separation Method. [Citation Graph (0, 0)][DBLP]
   ICA, 2004, pp:790-797 [Conf]
   
3. Harri Valpola, Jaakko Särelä
   Accurate, Fast and Stable Denoising Source Separation Algorithms. [Citation Graph (0, 0)][DBLP]
   ICA, 2004, pp:65-72 [Conf]
   
4. Krista Lagus, Esa Alhoniemi, Harri Valpola
   Independent Variable Group Analysis. [Citation Graph (0, 0)][DBLP]
   ICANN, 2001, pp:203-210 [Conf]
   
5. Antti Honkela, Harri Valpola
   Unsupervised Variational Bayesian Learning of Nonlinear Models. [Citation Graph (0, 0)][DBLP]
   NIPS, 2004, pp:- [Conf]
   
6. Alexander Ilin, Harri Valpola
   Frequency-Based Separation of Climate Signals. [Citation Graph (0, 0)][DBLP]
   PKDD, 2005, pp:519-526 [Conf]
   
7. Jaakko Särelä, Harri Valpola
   Denoising Source Separation. [Citation Graph (0, 0)][DBLP]
   Journal of Machine Learning Research, 2005, v:6, n:, pp:233-272 [Journal]
   
8. Tapani Raiko, Harri Valpola, Markus Harva, Juha Karhunen
   Building Blocks for Variational Bayesian Learning of Latent Variable Models. [Citation Graph (0, 0)][DBLP]
   Journal of Machine Learning Research, 2007, v:8, n:, pp:155-201 [Journal]
   
9. Harri Valpola, Juha Karhunen
   An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models. [Citation Graph (0, 0)][DBLP]
   Neural Computation, 2002, v:14, n:11, pp:2647-2692 [Journal]
   
10. Maria Funaro, Erkki Oja, Harri Valpola
    Independent component analysis for artefact separation in astrophysical images. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2003, v:16, n:3-4, pp:469-478 [Journal]
    
11. Alexander Ilin, Harri Valpola, Erkki Oja
    Exploratory analysis of climate data using source separation methods. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2006, v:19, n:2, pp:155-167 [Journal]
    
12. Antti Honkela, Harri Valpola, Juha Karhunen
    Accelerating Cyclic Update Algorithms for Parameter Estimation by Pattern Searches. [Citation Graph (0, 0)][DBLP]
    Neural Processing Letters, 2003, v:17, n:2, pp:191-203 [Journal]
    
13. Alexander Ilin, Harri Valpola
    On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models. [Citation Graph (0, 0)][DBLP]
    Neural Processing Letters, 2005, v:22, n:2, pp:183-204 [Journal]
    
14. Harri Valpola, Markus Harva, Juha Karhunen
    Hierarchical models of variance sources. [Citation Graph (0, 0)][DBLP]
    Signal Processing, 2004, v:84, n:2, pp:267-282 [Journal]
    
15. Markus Harva, Tapani Raiko, Antti Honkela, Harri Valpola, Juha Karhunen
    Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework. [Citation Graph (0, 0)][DBLP]
    UAI, 2005, pp:259-266 [Conf]
    
16. 
    Selective Attention Improves Learning. [Citation Graph (, )][DBLP]
    
    
17. 
    Extraction of Components with Structured Variance. [Citation Graph (, )][DBLP]