Harri Valpola

2007
17	EE	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	EE	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	EE	Mariana S. C. Almeida, Harri Valpola, Jaakko Särelä: Separation of Nonlinear Image Mixtures by Denoising Source Separation. ICA 2006: 8-15
14	EE	Alexander Ilin, Harri Valpola, Erkki Oja: Extraction of Components with Structured Variance. IJCNN 2006: 5110-5117
13	EE	Alexander Ilin, Harri Valpola, Erkki Oja: Exploratory analysis of climate data using source separation methods. Neural Networks 19(2): 155-167 (2006)
2005
12	EE	Alexander Ilin, Harri Valpola: Frequency-Based Separation of Climate Signals. PKDD 2005: 519-526
11	EE	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	EE	Jaakko Särelä, Harri Valpola: Denoising Source Separation. Journal of Machine Learning Research 6: 233-272 (2005)
9	EE	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	EE	Harri Valpola, Jaakko Särelä: Accurate, Fast and Stable Denoising Source Separation Algorithms. ICA 2004: 65-72
7	EE	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	EE	Antti Honkela, Harri Valpola: Unsupervised Variational Bayesian Learning of Nonlinear Models. NIPS 2004
5	EE	Harri Valpola, Markus Harva, Juha Karhunen: Hierarchical models of variance sources. Signal Processing 84(2): 267-282 (2004)
2003
4	EE	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	EE	Harri Valpola, Juha Karhunen: An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models. Neural Computation 14(11): 2647-2692 (2002)
2001
1	EE	Krista Lagus, Esa Alhoniemi, Harri Valpola: Independent Variable Group Analysis. ICANN 2001: 203-210

Coauthor Index

1	Esa Alhoniemi	[1] [17]
2	Mariana S. C. Almeida	[15]
3	Maria Funaro	[4]
4	Stefan Harmeling	[7]
5	Markus Harva	[5] [11] [16]
6	Antti Honkela	[3] [6] [7] [11] [17]
7	Alexander Ilin	[9] [12] [13] [14]
8	Juha Karhunen	[2] [3] [5] [11] [16]
9	Krista Lagus	[1] [17]
10	Leo Lundqvist	[7]
11	Erkki Oja	[4] [13] [14]
12	Tapani Raiko	[11] [16]
13	Jaakko Särelä	[8] [10] [15]
14	Santeri Jeremias Seppä	[17]
15	Paul Wagner	[17]

Colors in the list of coauthors