PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Timo Similä

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Number of EPrints submitted by this user: 9

Multiresponse sparse regression with application to multidimensional scaling
Timo Similä and Jarkko Tikka
In: Artificial Neural Networks: Biological Inspirations – ICANN 2005, 11-15 Sep 2005, Warsaw, Poland.

Self-organizing map learning nonlinearly embedded manifolds
Timo Similä
Information Visualization Volume 4, Number 1, pp. 22-31, 2005. ISSN 1473-8716

Visual approach to supervised variable selection by self-organizing map
Timo Similä and Sampsa Laine
International Journal of Neural Systems Volume 15, Number 1-2, pp. 101-110, 2005. ISSN 0129-0657

Process state and progress visualization using self-organizing map
Risto Hakala, Timo Similä, Miki Sirola and Jukka Parviainen
In: International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), 20-23 Sep 2006, Burgos, Spain.

Common subset selection of inputs in multiresponse regression
Timo Similä and Jarkko Tikka
In: International Joint Conference on Neural Networks (IJCNN), 16-21 July 2006, Vancouver, BC, Canada.

Self-organizing map visualizing conditional quantile functions with multidimensional covariates
Timo Similä
Computational Statistics & Data Analysis Volume 50, Number 8, pp. 2097-2110, 2006. ISSN 0167-9473

Majorize-minimize algorithm for multiresponse sparse regression
Timo Similä
In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 15-20 Apr 2007, Honolulu, USA.

Input selection and shrinkage in multiresponse linear regression
Timo Similä and Jarkko Tikka
Computational Statistics & Data Analysis Volume 52, Number 1, pp. 406-422, 2007. ISSN 0167-9473

Advances in variable selection and visualization methods for analysis of multivariate data
Timo Similä
(2007) PhD thesis, Helsinki University of Technology.