Aapo Hyvarinen
TitleCited byYear
Independent component analysis: algorithms and applications
A Hyvärinen, E Oja
Neural networks 13 (4-5), 411-430, 2000
185582000
Fast and robust fixed-point algorithms for independent component analysis
A Hyvarinen
IEEE transactions on Neural Networks 10 (3), 626-634, 1999
67231999
A fast fixed-point algorithm for independent component analysis
A Hyvärinen, E Oja
Neural Computation, 1997
40471997
Survey on independent component analysis
A Hyvarinen
Neural computing surveys 2 (4), 94-128, 1999
17681999
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
8962000
Validating the independent components of neuroimaging time series via clustering and visualization
J Himberg, A Hyvärinen, F Esposito
Neuroimage 22 (3), 1214-1222, 2004
8572004
Natural Image Statistics: A probabilistic approach to early computational vision
A Hyvärinen, J Hurri, PO Hoyer
Springer-Verlag New York Inc, 2009
6642009
A linear non-Gaussian acyclic model for causal discovery
S Shimizu, PO Hoyer, A Hyvärinen, A Kerminen
Journal of Machine Learning Research 7 (Oct), 2003-2030, 2006
6522006
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
6452000
New approximations of differential entropy for independent component analysis and projection pursuit
A Hyvärinen
Advances in neural information processing systems, 273-279, 1998
5821998
Topographic independent component analysis as a model of V1 organization and receptive fields
A Hyvärinen, PO Hoyer
Neurocomputing 38, 1307-1315, 2001
558*2001
Sparse code shrinkage: Denoising by nonlinear maximum likelihood estimation
A Hyvärinen, PO Hoyer, E Oja
Advances in Neural Information Processing Systems, 473-479, 1999
5461999
Gaussian moments for noisy independent component analysis
A Hyvarinen
IEEE Signal Processing Letters 6 (6), 145-147, 1999
523*1999
Nonlinear independent component analysis: Existence and uniqueness results
A Hyvärinen, P Pajunen
Neural Networks 12 (3), 429-439, 1999
4261999
Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics
MU Gutmann, A Hyvärinen
Journal of Machine Learning Research 13 (Feb), 307-361, 2012
3812012
Estimation of Non-Normalized Statistical Models by Score Matching.
A Hyvärinen
Journal of Machine Learning Research 6 (4), 2005
3752005
Independent component analysis of nondeterministic fMRI signal sources
V Kiviniemi, JH Kantola, J Jauhiainen, A Hyvärinen, O Tervonen
Neuroimage 19 (2), 253-260, 2003
3712003
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models
M Gutmann, A Hyvärinen
Proceedings of the Thirteenth International Conference on Artificial …, 2010
3492010
Independent component analysis of fMRI group studies by self-organizing clustering
F Esposito, T Scarabino, A Hyvarinen, J Himberg, E Formisano, S Comani, ...
Neuroimage 25 (1), 193-205, 2005
3402005
Independent component analysis applied to feature extraction from colour and stereo images
PO Hoyer, A Hyvärinen
Network: computation in neural systems 11 (3), 191-210, 2000
3312000
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Articles 1–20