PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Erkki Oja

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Number of EPrints submitted by this user: 15

Class distributions on SOM surfaces for feature extraction and object retrieval
Jorma Laaksonen, Markus Koskela and Erkki Oja
Neural Networks 2003.

Independent Component Analysis (Japanese translation)
Aapo Hyvärinen, Juha Karhunen and Erkki Oja
(2005) Tokyo Denki University Press , Tokyo, Japan . ISBN 4-501-53860-0

Artifical Neural Networks: Biological Inspirations
Wlodek Duch, Janusz Kacprzyk, Erkki Oja and Slawomir Zadrozny, ed. (2005) Springer Lecture Notes in Computer Science , Volume LNCS 3696 . Springer , Berlin, Germany . ISBN 3-540-28752-3

Artificial Neural Networks: Formal Models and their Applications
Wlodek Duch, Janusz Kacprzyk, Erkki Oja and Slawomir Zadrozny, ed. (2005) Springer Lecture Notes in Computer Science , Volume LNCS 3697 . Springer , Berlin, Germany . ISBN 3-540-28755-8

Efficient variant of algorithm FastICA for independent component analysis attaining the Cramer-Rao lower bound.
Petr Tichavsky, Zbynek Koldovski and Erkki Oja
IEEE Transactions on Neural Networks Volume 17, Number 5, pp. 1265-1277, 2006.

Projective nonnegative matrix factorization for image compression and feature extraction.
Zhijian Yuan and Erkki Oja
In: Image Analysis (2005) Springer , Berlin, Germany , pp. 333-342.

Semiblind source separation of climate data detects El Nino as the component with the highest interannual variability.
Aleksander Ilin, Harri Valpola and Erkki Oja
In: IJCNN 2005, 31 July - 04 Aug 2005, Montreal.

Cramer-Rao lower bound for linear independent component analysis.
Zbynek Koldowsky, Petr Tichavsky and Erkki Oja
In: ICASSP 2005, 20 - 23 March 2005, Philadelphia, USA.

Class distributions on SOM surfaces for feature extraction and object retrieval
Jorma Laaksonen, Markus Koskela and Erkki Oja
Neural Networks Volume 17, Number 8-9, pp. 1121-1133, 2004.

The evolving tree - a novel self-organizing network for data analysis
Jussi Pakkanen, Jukka Iivarinen and Erkki Oja
Neural Processing Letters Volume 20, Number 3, pp. 199-211, 2004.

Jammer suppression in DS-CDMA arrays using independent component analysis
Karthikesh Raju, Tapani Ristaniemi, Juha Karhunen and Erkki Oja
IEEE Transactions on Wireless Communications Volume 5, Number 1, pp. 77-82, 2006.

Exploratory analysis of climate data using source separation methods
Alexander Ilin, Harri Valpola and Erkki Oja
Neural Networks Volume 19, pp. 155-167, 2006.

Performance analysis of the FAstICA algorithm and Cramer-Rao lower bounds for linear independent component analysis
Petr Tichavsky, Zbynek Koldovski and Erkki Oja
IEEE Transactions on Signal Processing Volume 54, Number 4, pp. 1189-1203, 2006.

The Evolving Tree - Analysis and Applications
Jussi Pakkanen, Jukka Iivarinen and Erkki Oja
IEEE Transactions on Neural Networks Volume 17, Number 3, pp. 591-603, 2006.

The FastICA algorithm revisited -- convergence analysis
Erkki Oja and Zhijian Yuan
IEEE Transactions on Neural Networks 2007.