Alexander Ilin

	2012
23		Jaakko Luttinen, Alexander Ilin: Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling. Journal of Machine Learning Research - Proceedings Track 22: 741-750 (2012)
	2011
22		Jozsef Hegedus, Yoan Miche, Alexander Ilin, Amaury Lendasse: Methodology for Behavioral-based Malware Analysis and Detection Using Random Projections and K-Nearest Neighbors Classifiers. CIS 2011: 1016-1023
21		KyungHyun Cho, Alexander Ilin, Tapani Raiko: Improved Learning of Gaussian-Bernoulli Restricted Boltzmann Machines. ICANN (1) 2011: 10-17
20		KyungHyun Cho, Tapani Raiko, Alexander Ilin: Enhanced Gradient and Adaptive Learning Rate for Training Restricted Boltzmann Machines. ICML 2011: 105-112
	2010
19		KyungHyun Cho, Tapani Raiko, Alexander Ilin: Parallel tempering is efficient for learning restricted Boltzmann machines. IJCNN 2010: 1-8
18		Alexander Ilin, Tapani Raiko: Practical Approaches to Principal Component Analysis in the Presence of Missing Values. Journal of Machine Learning Research 11: 1957-2000 (2010)
17		Jaakko Luttinen, Alexander Ilin: Transformations in variational Bayesian factor analysis to speed up learning. Neurocomputing 73(7-9): 1093-1102 (2010)
	2009
16		Jaakko Luttinen, Alexander Ilin, Tapani Raiko: Transformations for variational factor analysis to speed up learning. ESANN 2009
15		Jaakko Luttinen, Alexander Ilin, Juha Karhunen: Bayesian Robust PCA for Incomplete Data. ICA 2009: 66-73
14		Alexander Ilin, Alexey Kaplan: Bayesian PCA for reconstruction of historical sea surface temperatures. IJCNN 2009: 1322-1327
13		Jaakko Luttinen, Alexander Ilin: Variational Gaussian-process factor analysis for modeling spatio-temporal data. NIPS 2009: 1177-1185
	2007
12		Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Large Scale Problems with Lots of Missing Values. ECML 2007: 691-698
11		Tapani Raiko, Alexander Ilin, Juha Karhunen: Principal Component Analysis for Sparse High-Dimensional Data. ICONIP (1) 2007: 566-575
10		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)
	2006
9		Alexander Ilin: Independent dynamics subspace analysis. ESANN 2006: 345-350
8		Sergey Borisov, Alexander Ilin, Ricardo Vigário, Erkki Oja: Comparison of BSS Methods for the Detection of alpha-Activity Components in EEG. ICA 2006: 430-437
7		Alexander Ilin, Harri Valpola, Erkki Oja: Extraction of Components with Structured Variance. IJCNN 2006: 5110-5117
6		Alexander Ilin, Harri Valpola, Erkki Oja: Exploratory analysis of climate data using source separation methods. Neural Networks 19(2): 155-167 (2006)
	2005
5		Alexander Ilin, Harri Valpola: Frequency-Based Separation of Climate Signals. PKDD 2005: 519-526
4		Andrei M. Sukhov, Prasad Calyam, Warren Daly, Alexander Ilin: Towards an Analytical Model for Characterizing Behavior of High-Speed VVoIP Applications. TNC 2005
3		Alexander Ilin, Harri Valpola: On the Effect of the Form of the Posterior Approximation in Variational Learning of ICA Models. Neural Processing Letters 22(2): 183-204 (2005)
	2004
2		Alexander Ilin, Antti Honkela: Post-nonlinear Independent Component Analysis by Variational Bayesian Learning. ICA 2004: 766-773
1		Alexander Ilin, Harri Valpola, Erkki Oja: Nonlinear dynamical factor analysis for state change detection. IEEE Transactions on Neural Networks 15(3): 559-575 (2004)

Coauthor Index

1	Sergey Borisov	[8]
2	Prasad Calyam	[4]
3	KyungHyun Cho	[19] [20] [21]
4	Warren Daly	[4]
5	Jozsef Hegedus	[22]
6	Antti Honkela	[2] [10]
7	Alexey Kaplan	[14]
8	Juha Karhunen	[10] [11] [12] [15]
9	Amaury Lendasse	[22]
10	Jaakko Luttinen	[13] [15] [16] [17] [23]
11	Yoan Miche	[22]
12	Erkki Oja	[1] [6] [7] [8]
13	Tapani Raiko	[11] [12] [16] [18] [19] [20] [21]
14	Andrei M. Sukhov	[4]
15	Harri Valpola	[1] [3] [5] [6] [7] [10]
16	Ricardo Vigário	[8]

Colors in the list of coauthors

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