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Aapo Hyvarinen
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Year
Independent component analysis: algorithms and applications
A Hyvärinen, E Oja
Neural networks 13 (4-5), 411-430, 2000
221052000
Independent component analysis
A Hyvärinen, J Karhunen, E Oja
John Wiley & Sons, Inc, 2001
21792*2001
Fast and robust fixed-point algorithms for independent component analysis
A Hyvarinen
IEEE transactions on Neural Networks 10 (3), 626-634, 1999
81481999
A fast fixed-point algorithm for independent component analysis
A Hyvärinen, E Oja
Neural Computation, 1997
45781997
Survey on independent component analysis
A Hyvarinen
Neural computing surveys 2 (4), 94-128, 1999
19291999
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models
M Gutmann, A Hyvärinen
Proceedings of the thirteenth international conference on artificial …, 2010
17052010
A linear non-Gaussian acyclic model for causal discovery.
S Shimizu, PO Hoyer, A Hyvärinen, A Kerminen, M Jordan
Journal of Machine Learning Research 7 (10), 2006
13032006
Validating the independent components of neuroimaging time series via clustering and visualization
J Himberg, A Hyvärinen, F Esposito
Neuroimage 22 (3), 1214-1222, 2004
12082004
A fast fixed-point algorithm for independent component analysis of complex valued signals
E Bingham, A Hyvärinen
International journal of neural systems 10 (01), 1-8, 2000
10402000
Gaussian moments for noisy independent component analysis
A Hyvarinen
IEEE Signal Processing Letters 6 (6), 145-147, 1999
1007*1999
Natural Image Statistics: A probabilistic approach to early computational vision
A Hyvärinen, J Hurri, PO Hoyer
Springer-Verlag New York Inc, 2009
8532009
Estimation of non-normalized statistical models by score matching.
A Hyvärinen
Journal of Machine Learning Research 6 (4), 2005
8442005
Noise-Contrastive Estimation of Unnormalized Statistical Models, with Applications to Natural Image Statistics.
MU Gutmann, A Hyvärinen
Journal of machine learning research 13 (2), 2012
7562012
Emergence of phase-and shift-invariant features by decomposition of natural images into independent feature subspaces
A Hyvärinen, P Hoyer
Neural computation 12 (7), 1705-1720, 2000
7182000
New Approximations of Differential Entropy for Independent Component Analysis and projection pursuit
A Hyvärinen
Advances in neural information processing systems 10, 273, 1998
6901998
Nonlinear independent component analysis: Existence and uniqueness results
A Hyvärinen, P Pajunen
Neural Networks 12 (3), 429-439, 1999
6181999
Topographic independent component analysis
A Hyvärinen, PO Hoyer, M Inki
Neural computation 13 (7), 1527-1558, 2001
5932001
Sparse code shrinkage: Denoising by nonlinear maximum likelihood estimation
A Hyvärinen, P Hoyer, E Oja
Advances in Neural Information Processing Systems 11, 1998
5921998
Independent component analysis of nondeterministic fMRI signal sources
V Kiviniemi, JH Kantola, J Jauhiainen, A Hyvärinen, O Tervonen
Neuroimage 19 (2), 253-260, 2003
4642003
On the identifiability of the post-nonlinear causal model
K Zhang, A Hyvarinen
arXiv preprint arXiv:1205.2599, 2012
4382012
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