Klaus Nordhausen

Sara Taskinen

Inf. Sci., 2024

Predicting Children's Myopia Risk: A Monte Carlo Approach to Compare the Performance of Machine Learning Models.

[BibT_eX]

[DOI]

Piotr Artiemjew

Radoslaw Cybulski

Mohammad Hassan Emamian

Proceedings of the 16th International Conference on Agents and Artificial Intelligence, 2024

2023

Numerical Considerations and a new implementation for invariant coordinate selection.

[BibT_eX]

[DOI]

SIAM J. Math. Data Sci., March, 2023

Elasso for Estimating the Signal Dimension in ICA.

[BibT_eX]

[DOI]

Mengxi Yi

Proceedings of the 31st European Signal Processing Conference, 2023

2022

TBSSvis: Visual analytics for Temporal Blind Source Separation.

[BibT_eX]

[DOI]

Nikolaus Piccolotto

Markus Bögl

Theresia Gschwandtner

Vis. Informatics, 2022

On the usage of joint diagonalization in multivariate statistics.

[BibT_eX]

[DOI]

Anne Ruiz-Gazen

J. Multivar. Anal., 2022

Asymptotic and bootstrap tests for subspace dimension.

[BibT_eX]

[DOI]

David E. Tyler

J. Multivar. Anal., 2022

Visual Parameter Selection for Spatial Blind Source Separation.

[BibT_eX]

[DOI]

Comput. Graph. Forum, 2022

2021

On Cokriging, Neural Networks, and Spatial Blind Source Separation for Multivariate Spatial Prediction.

[BibT_eX]

[DOI]

Christoph Muehlmann

Mengxi Yi

IEEE Geosci. Remote. Sens. Lett., 2021

Dimension Reduction for Time Series in a Blind Source Separation Context Using R.

[BibT_eX]

[DOI]

J. Stat. Softw., 2021

REPPlab: An R package for detecting clusters and outliers using exploratory projection pursuit.

[BibT_eX]

[DOI]

Commun. Stat. Simul. Comput., 2021

Dimension Estimation in Two-Dimensional PCA.

[BibT_eX]

[DOI]

Proceedings of the 12th International Symposium on Image and Signal Processing and Analysis, 2021

2020

Independent component analysis for multivariate functional data.

[BibT_eX]

[DOI]

J. Multivar. Anal., 2020

M-estimation with incomplete and dependent multivariate data.

[BibT_eX]

[DOI]

Gabriel Frahm

J. Multivar. Anal., 2020

2019

An overview of properties and extensions of FOBI.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2019

2018

fICA: FastICA Algorithms and Their Improved Variants.

[BibT_eX]

[DOI]

Jari Miettinen

Sara Taskinen

R J., 2018

ICSOutlier: Unsupervised Outlier Detection for Low-Dimensional Contamination Structure.

[BibT_eX]

[DOI]

Aurore Archimbaud

Anne Ruiz-Gazen

R J., 2018

ICS for multivariate outlier detection with application to quality control.

[BibT_eX]

[DOI]

Aurore Archimbaud

Anne Ruiz-Gazen

Comput. Stat. Data Anal., 2018

Ladle Estimator For Time Series Signal Dimension.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

On the Number of Signals in Multivariate Time Series.

[BibT_eX]

[DOI]

Markus Matilainen

Proceedings of the Latent Variable Analysis and Signal Separation, 2018

2017

Asymptotic and Bootstrap Tests for the Dimension of the Non-Gaussian Subspace.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2017

Blind source separation of tensor-valued time series.

[BibT_eX]

[DOI]

Signal Process., 2017

The squared symmetric FastICA estimator.

[BibT_eX]

[DOI]

Signal Process., 2017

Independent component analysis for tensor-valued data.

[BibT_eX]

[DOI]

J. Multivar. Anal., 2017

Subgroup detection in genotype data using invariant coordinate selection.

[BibT_eX]

[DOI]

Daniel Fischer

Mervi Honkatukia

Maria Tuiskula-Haavisto

BMC Bioinform., 2017

Blind source separation for nonstationary tensor-valued time series.

[BibT_eX]

[DOI]

Proceedings of the 27th IEEE International Workshop on Machine Learning for Signal Processing, 2017

On the Optimal Non-linearities for Gaussian Mixtures in FastICA.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2017

Complex Valued Robust Multidimensional SOBI.

[BibT_eX]

[DOI]

Niko Lietzén

Pauliina Ilmonen

Proceedings of the Latent Variable Analysis and Signal Separation, 2017

2016

New algorithms for M-estimation of multivariate scatter and location.

[BibT_eX]

[DOI]

Lutz Dümbgen

Heike Schuhmacher

J. Multivar. Anal., 2016

2015

Model selection using limiting distributions of second-order blind source separation algorithms.

[BibT_eX]

[DOI]

Signal Process., 2015

An Affine Equivariant Robust Second-Order BSS Method.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2015

2014

Deflation-Based FastICA With Adaptive Choices of Nonlinearities.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

Deflation-based separation of uncorrelated stationary time series.

[BibT_eX]

[DOI]

J. Multivar. Anal., 2014

2013

Fast equivariant JADE.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

Joint Diagonalization of Several Scatter Matrices for ICA.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2012

2011

Scatter matrices with independent block property and ISA.

[BibT_eX]

[DOI]

Proceedings of the 19th European Signal Processing Conference, 2011

Deflation-based FastICA reloaded.

[BibT_eX]

[DOI]

Proceedings of the 19th European Signal Processing Conference, 2011

2010

A New Performance Index for ICA: Properties, Computation and Asymptotic Analysis.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2010

2009

Signed-rank tests for location in the symmetric independent component model.

[BibT_eX]

[DOI]

Davy Paindaveine

J. Multivar. Anal., 2009

2006

Modeling successful performance in Web searching.

[BibT_eX]

[DOI]

Anne Aula