Aapo Hyvarinen

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Erkki OjaProfessor of Computer Science and Engineering, Aalto UniversityVerified email at aalto.fi
Patrik HoyerAlumni, Aalto University and University of HelsinkiVerified email at alumni.aalto.fi
Michael U. GutmannUniversity of EdinburghVerified email at ed.ac.uk
Shohei SHIMIZUShiga University & RIKENVerified email at biwako.shiga-u.ac.jp
Juha KarhunenProfessori, Aalto YliopistoVerified email at aalto.fi
Kun ZhangCarnegie Mellon University & Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)Verified email at cmu.edu
Ricardo Pio MontiGatsby Unit, UCLVerified email at gatsby.ucl.ac.uk
Lauri ParkkonenProfessor, Aalto UniversityVerified email at aalto.fi
Johan HimbergReaktorVerified email at reaktor.com
Riitta HariProf. (emer.) @ Aalto University, School of ARTS & School of SCI; FinlandVerified email at aalto.fi
Pavan RamkumarHerophilusVerified email at herophilus.com
Ilyes KhemakhemPhD candidate, Gatsby Unit, UCLVerified email at gatsby.ucl.ac.uk
Ella BinghamHead of Research Services, Aalto UniversityVerified email at aalto.fi
Urs KösterCerebrasVerified email at cerebras.net
Fabrizio EspositoProfessor of Biomedical Engineering, University of Campania "Luigi Vanvitelli", Naples (Italy)Verified email at unicampania.it
Timo HonkelaUniversity of HelsinkiVerified email at helsinki.fi
Diederik P. KingmaResearch Scientist, Google BrainVerified email at google.com
Yoshinobu KawaharaKyushu University / RIKENVerified email at imi.kyushu-u.ac.jp
Yutaka KanoOsaka UniversityVerified email at sigmath.es.osaka-u.ac.jp
Hiroshi MoriokaRIKEN Center for Advanced Intelligence Project (AIP)Verified email at riken.go.jp

Aapo Hyvarinen

University of Helsinki

Verified email at helsinki.fi - Homepage

Machine learning Computational Neuroscience #UnivHelsinkiCS


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Independent component analysis: algorithms and applications A Hyvärinen, E Oja Neural networks 13 (4-5), 411-430, 2000	21920	2000
Independent component analysis A Hyvärinen, J Karhunen, E Oja John Wiley & Sons, Inc, 2001	21542*	2001
Fast and robust fixed-point algorithms for independent component analysis A Hyvarinen IEEE transactions on Neural Networks 10 (3), 626-634, 1999	7933	1999
A fast fixed-point algorithm for independent component analysis A Hyvärinen, E Oja Neural Computation, 1997	4500	1997
Survey on independent component analysis A Hyvarinen Neural computing surveys 2 (4), 94-128, 1999	1911	1999
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models M Gutmann, A Hyvärinen Proceedings of the thirteenth international conference on artificial …, 2010	1443	2010
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	1156	2006
Validating the independent components of neuroimaging time series via clustering and visualization J Himberg, A Hyvärinen, F Esposito Neuroimage 22 (3), 1214-1222, 2004	1154	2004
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	1032	2000
Natural Image Statistics: A probabilistic approach to early computational vision A Hyvärinen, J Hurri, PO Hoyer Springer-Verlag New York Inc, 2009	829	2009
Estimation of non-normalized statistical models by score matching. A Hyvärinen Journal of Machine Learning Research 6 (4), 2005	723	2005
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	720	2012
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	701	2000
New Approximations of Differential Entropy for Independent Component Analysis and projection pursuit A Hyvärinen Advances in neural information processing systems 10, 273, 1998	670	1998
Gaussian moments for noisy independent component analysis A Hyvarinen IEEE Signal Processing Letters 6 (6), 145-147, 1999	603*	1999
Sparse code shrinkage: Denoising by nonlinear maximum likelihood estimation A Hyvärinen, P Hoyer, E Oja Advances in Neural Information Processing Systems 11, 1998	599	1998
Nonlinear independent component analysis: Existence and uniqueness results A Hyvärinen, P Pajunen Neural Networks 12 (3), 429-439, 1999	590	1999
Topographic independent component analysis A Hyvärinen, PO Hoyer, M Inki Neural computation 13 (7), 1527-1558, 2001	579	2001
The fixed-point algorithm and maximum likelihood estimation for independent component analysis A Hyvärinen Neural Processing Letters, 1-5, 1997	468	1997
Independent component analysis of nondeterministic fMRI signal sources V Kiviniemi, JH Kantola, J Jauhiainen, A Hyvärinen, O Tervonen Neuroimage 19 (2), 253-260, 2003	447	2003

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