Juha Karhunen

2009
25	EE	Jaakko Luttinen, Alexander Ilin, Juha Karhunen: Bayesian Robust PCA for Incomplete Data. ICA 2009: 66-73
2007
24	EE	Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Large Scale Problems with Lots of Missing Values. ECML 2007: 691-698
23	EE	Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Sparse High-Dimensional Data. ICONIP (1) 2007: 566-575
22	EE	Antti Honkela, Matti Tornio, Tapani Raiko, Juha Karhunen: Natural Conjugate Gradient in Variational Inference. ICONIP (2) 2007: 305-314
21	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)
20	EE	Juha Karhunen, Tomas Ukkonen: Extending ICA for finding jointly dependent components from two related data sets. Neurocomputing 70(16-18): 2969-2979 (2007)
2006
19	EE	Tapani Raiko, Matti Tornio, Antti Honkela, Juha Karhunen: State Inference in Variational Bayesian Nonlinear State-Space Models. ICA 2006: 222-229
18	EE	Juha Karhunen, Tomas Ukkonen: Generalizing Independent Component Analysis for Two Related Data Sets. IJCNN 2006: 843-850
17	EE	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
16	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
2004
15	EE	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)
14	EE	Harri Valpola, Markus Harva, Juha Karhunen: Hierarchical models of variance sources. Signal Processing 84(2): 267-282 (2004)
2003
13		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
12	EE	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
11	EE	Harri Valpola, Juha Karhunen: An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models. Neural Computation 14(11): 2647-2692 (2002)
2000
10	EE	Juha Karhunen, Simona Malaroiu, Mika Ilmoniemi: Local Linear Independent Component Analysis Based on Clustering. Int. J. Neural Syst. 10(6): 439-451 (2000)
1999
9	EE	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)
8	EE	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
7	EE	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)
1997
6		Erkki Oja, Juha Karhunen, Aapo Hyvärinen: From Neural Principal Components to Neural Independent Components. ICANN 1997: 519-528
5		Petteri Pajunen, Juha Karhunen: A Maximum Likelihood Approach to Nonlinear Blind Source Separation. ICANN 1997: 541-546
4	EE	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)
3	EE	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)
1995
2	EE	Juha Karhunen, Jyrki Joutsensalo: Generalizations of principal component analysis, optimization problems, and neural networks. Neural Networks 8(4): 549-562 (1995)
1994
1	EE	Juha Karhunen, Jyrki Joutsensalo: Representation and separation of signals using nonlinear PCA type learning. Neural Networks 7(1): 113-127 (1994)

Coauthor Index

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

Colors in the list of coauthors