Klaus Nordhausen


Adjunct Professor, Department of Social Research (Department of Social Research)

klaus.nordhausen@utu.fi






Publications
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JADE for Tensor-Valued Observations (2018)
Journal of Computational and Graphical Statistics
Joni Virta, Bing Li, Klaus Nordhausen, Hannu Oja
(
A1 Journal article – refereed)

Asymptotic and Bootstrap Tests for the Dimension of the Non-Gaussian Subspace (2017)
IEEE Signal Processing Letters
Nordhausen K, Oja H, Tyler DE, Virta J
(
A1 Journal article – refereed)

Blind Source Separation Based on Joint Diagonalization in R: The Packages JADE and BSSasymp (2017)
Journal of Statistical Software
J. Miettinen, K. Nordhausen, S. Taskinen
(
A1 Journal article – refereed)

Blind source separation of tensor-valued time series (2017)
Signal Processing
Virta Joni, Nordhausen Klaus
(
A1 Journal article – refereed)

Complex Valued Robust Multidimensional SOBI (2017)
Lecture Notes in Computer Science
Latent Variable Analysis and Signal Separation: 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings N. Lietzen, K. Nordhausen, P. Ilmonen
(
A4 Article in conference proceedings)

Independent component analysis for tensor-valued data (2017)
Journal of Multivariate Analysis
Virta J, Li B, Nordhausen K, Oja H
(
A1 Journal article – refereed)

On Independent Component Analysis with Stochastic Volatility Models (2017)
Austrian Journal of Statistics
Markus Matilainen, Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen
(
A1 Journal article – refereed)

On the Optimal Non-linearities for Gaussian Mixtures in FastICA (2017)
Lecture Notes in Computer Science
Latent Variable Analysis and Signal Separation: 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings Joni Virta, Klaus Nordhausen
(
A4 Article in conference proceedings)

Subgroup detection in genotype data using invariant coordinate selection (2017)
BMC Bioinformatics
Fischer D, Honkatukia M, Tuiskula-Haavisto M, Nordhausen K, Cavero D, Preisinger R, Vilkki J
(
A1 Journal article – refereed)

Supervised dimension reduction for multivariate time series (2017)
Econometrics and Statistics
Markus Matilainen, Christophe Croux, Klaus Nordhausen, Hannu Oja
(
A1 Journal article – refereed)

The squared symmetric FastICA estimator (2017)
Signal Processing
Miettinen J, Nordhausen K, Oja H, Taskinen S, Virta J
(
A1 Journal article – refereed)

To make, or not to make any moment assumptions (2017)
Suomen Tilastoseuran Vuosikirja
Suomen tilastoseuran vuosikirja 2015-2016 Klaus Nordhausen, Esa Ollila, Sara Taskinen
(
B3 Article in conference proceedings)

A more efficient second order blind identification method for separation of uncorrelated stationary time series (2016)
Statistics and Probability Letters
Sara Taskinen, Jari Miettinen, Klaus Nordhausen
(
A1 Journal article – refereed)

Applying fully tensorial ICA to fMRI data (2016) Proceedings of the 2016 IEEE Signal Processing in Medicine and Biology Symposium (SPMB) Joni Virta, Sara Taskinen, Klaus Nordhausen
(
A4 Article in conference proceedings)

Combining Linear Dimension Reduction Estimates (2016) Recent Advances in Robust Statistics: Theory and Applications E. Liski, K. Nordhausen, H. Oja, A. Ruiz-Gazen
(
A3 Book chapter)

ICA and Stochastic Volatility Models (2016) Computer Data Analysis and Modeling: Theoretical and Applied Stochastics, Proceedings of the XI International Conference, Minsk, September 6-10, 2016 Markus Matilainen, Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen
(
A4 Article in conference proceedings)

ICSOutlier: Outlier Detection Using Invariant Coordinate Selection (2016) Aurore Archimbaud, Klaus Nordhausen, Anne Ruiz-Gazen
(
I2 ICT software)

ICtest: Estimating and Testing the Number of Interesting Components in Linear Dimension Reduction (2016) Klaus Nordhausen, Hannu Oja, David E. Tyler, Joni Virta
(
I2 ICT software)

Minimum Distance Index for Complex Valued ICA (2016)
Statistics and Probability Letters
Lietzen N., Nordhausen K., Ilmonen P.
(
A1 Journal article – refereed)

New Algorithms for M-estimation of Multivariate Location and Scatter (2016)
Journal of Multivariate Analysis
Lutz Duembgen, Klaus Nordhausen, Heike Schuhmacher
(
A1 Journal article – refereed)


Last updated on 2018-19-08 at 02:20