Juha Karhunen

	2012
35		Juha Karhunen, Tele Hao, Jarkko Ylipaavalniemi: A Canonical Correlation Analysis Based Method for Improving BSS of Two Related Data Sets. LVA/ICA 2012: 91-98
	2011
34		Juha Karhunen, Tele Hao: Finding dependent and independent components from two related data sets. IJCNN 2011: 457-466
	2010
33		Antti Honkela, Tapani Raiko, Mikael Kuusela, Matti Tornio, Juha Karhunen: Approximate Riemannian Conjugate Gradient Learning for Fixed-Form Variational Bayes. Journal of Machine Learning Research 11: 3235-3268 (2010)
	2009
32		Jaakko Luttinen, Alexander Ilin, Juha Karhunen: Bayesian Robust PCA for Incomplete Data. ICA 2009: 66-73
31		Mikael Kuusela, Tapani Raiko, Antti Honkela, Juha Karhunen: A gradient-based algorithm competitive with variational Bayesian EM for mixture of Gaussians. IJCNN 2009: 1688-1695
	2007
30		Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Large Scale Problems with Lots of Missing Values. ECML 2007: 691-698
29		Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Sparse High-Dimensional Data. ICONIP (1) 2007: 566-575
28		Antti Honkela, Matti Tornio, Tapani Raiko, Juha Karhunen: Natural Conjugate Gradient in Variational Inference. ICONIP (2) 2007: 305-314
27		Antti Honkela, Harri Valpola, Alexander Ilin, Juha Karhunen: Blind separation of nonlinear mixtures by variational Bayesian learning. Digital Signal Processing 17(5): 914-934 (2007)
26		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)
25		Juha Karhunen, Tomas Ukkonen: Extending ICA for finding jointly dependent components from two related data sets. Neurocomputing 70(16-18): 2969-2979 (2007)
	2006
24		Tapani Raiko, Matti Tornio, Antti Honkela, Juha Karhunen: State Inference in Variational Bayesian Nonlinear State-Space Models. ICA 2006: 222-229
23		Juha Karhunen, Tomas Ukkonen: Generalizing Independent Component Analysis for Two Related Data Sets. IJCNN 2006: 843-850
22		K. Raju, Tapani Ristaniemi, Juha Karhunen, Erkki Oja: Jammer suppression in DS-CDMA arrays using independent component analysis. IEEE Transactions on Wireless Communications 5(1): 77-82 (2006)
	2005
21		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
	2004
20		Christian Jutten, Juha Karhunen: Advances in blind source separation (BSS) and independent component analysis (ICA) for nonlinear mixtures. Int. J. Neural Syst. 14(5): 267-292 (2004)
19		Harri Valpola, Markus Harva, Juha Karhunen: Hierarchical models of variance sources. Signal Processing 84(2): 267-282 (2004)
	2003
18		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
17		K. Raju, Tapani Ristaniemi, Juha Karhunen, A. Oja: Suppression of bit-pulsed jammer signals in DS-CDMA array system using independent component analysis. ISCAS (1) 2002: 189-192
16		Harri Valpola, Juha Karhunen: An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models. Neural Computation 14(11): 2647-2692 (2002)
	2000
15		Juha Karhunen, Simona Malaroiu, Mika Ilmoniemi: Local Linear Independent Component Analysis Based on Clustering. Int. J. Neural Syst. 10(6): 439-451 (2000)
	1999
14		Xavier Giannakopoulos, Juha Karhunen, Erkki Oja: An Experimental Comparison of Neural Algorithms for Independent Component Analysis and Blind Separation. Int. J. Neural Syst. 9(2): 99-114 (1999)
13		Andrzej Cichocki, Juha Karhunen, Wlodzimierz Kasprzak, Ricardo Vigário: Neural networks for blind separation with unknown number of sources. Neurocomputing 24(1-3): 55-93 (1999)
	1998
12		Juha Karhunen, Petteri Pajunen, Erkki Oja: The nonlinear PCA criterion in blind source separation: Relations with other approaches. Neurocomputing 22(1-3): 5-20 (1998)
11		Juha Karhunen: Principal component neural networks - Theory and applications - By K.I. Diamantaras and S.Y. Kung. John Wiley, New York, 1996. xii+255 pp. ISBN 0-471-05436-4. Pattern Anal. Appl. 1(1): 74-75 (1998)
	1997
10		Erkki Oja, Juha Karhunen, Aapo Hyvärinen: From Neural Principal Components to Neural Independent Components. ICANN 1997: 519-528
9		Petteri Pajunen, Juha Karhunen: A Maximum Likelihood Approach to Nonlinear Blind Source Separation. ICANN 1997: 541-546
8		Juha Karhunen, Andrzej Cichocki, Wlodzimierz Kasprzak, Petteri Pajunen: On Neural Blind Separation with Noise Suppression and Redundancy Reduction. Int. J. Neural Syst. 8(2): 219-237 (1997)
7		Petteri Pajunen, Juha Karhunen: Least-Squares Methods for Blind Source Separation Based on Nonlinear PCA. Int. J. Neural Syst. 8(5-6): 601-612 (1997)
	1996
6		Juha Karhunen: Neural approaches to independent component analysis and source separation. ESANN 1996
	1995
5		Juha Karhunen, Jyrki Joutsensalo: Generalizations of principal component analysis, optimization problems, and neural networks. Neural Networks 8(4): 549-562 (1995)
4		Jyrki Joutsensalo, Juha Karhunen: A nonlinear extension of the Generalized Hebbian learning. Neural Processing Letters 2(1): 5-8 (1995)
	1994
3		Juha Karhunen: Stability of Oja's PCA Subspace Rule. Neural Computation 6(4): 739-747 (1994)
2		Juha Karhunen, Jyrki Joutsensalo: Representation and separation of signals using nonlinear PCA type learning. Neural Networks 7(1): 113-127 (1994)
	1992
1		Juha Karhunen, Jyrki Joutsensalo: Sinusoidal frequency estimation by signal subspace approximation. IEEE Transactions on Signal Processing 40(12): 2961-2972 (1992)

Coauthor Index

1	Andrzej Cichocki	[8] [13]
2	Xavier Giannakopoulos	[14]
3	Tele Hao	[34] [35]
4	Markus Harva	[19] [21] [26]
5	Antti Honkela	[18] [21] [24] [27] [28] [31] [33]
6	Aapo Hyvärinen	[10]
7	Alexander Ilin	[27] [29] [30] [32]
8	Mika Ilmoniemi	[15]
9	Jyrki Joutsensalo	[1] [2] [4] [5]
10	Christian Jutten	[20]
11	Wlodzimierz Kasprzak	[8] [13]
12	Mikael Kuusela	[31] [33]
13	Jaakko Luttinen	[32]
14	Simona Malaroiu	[15]
15	A. Oja	[17]
16	Erkki Oja	[10] [12] [14] [22]
17	Petteri Pajunen	[7] [8] [9] [12]
18	Tapani Raiko	[21] [24] [26] [28] [29] [30] [31] [33]
19	K. Raju	[17] [22]
20	Tapani Ristaniemi	[17] [22]
21	Matti Tornio	[24] [28] [33]
22	Tomas Ukkonen	[23] [25]
23	Harri Valpola	[16] [18] [19] [21] [26] [27]
24	Ricardo Vigário	[13]
25	Jarkko Ylipaavalniemi	[35]

Colors in the list of coauthors

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