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Klaus Nordhausen
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2020 – today
- 2024
- [j29]Mika Sipilä
, Klaus Nordhausen
Nonlinear blind source separation exploiting spatial nonstationarity. Inf. Sci. 665: 120365 (2024) - [j28]Lea Flumian, Markus Matilainen
Stationary subspace analysis based on second-order statistics. J. Comput. Appl. Math. 436: 115379 (2024) - [j27]Claudia Cappello
Visual Interactive Parameter Selection for Temporal Blind Source Separation. J. Data Sci. Stat. Vis. 4(3) (2024) - [j26]Nikolaus Piccolotto
Data Type Agnostic Visual Sensitivity Analysis. IEEE Trans. Vis. Comput. Graph. 30(1): 1106-1116 (2024) - [c14]Piotr Artiemjew
Predicting Children's Myopia Risk: A Monte Carlo Approach to Compare the Performance of Machine Learning Models. ICAART (3) 2024: 1092-1099 - 2023
- [j25]Aurore Archimbaud
Numerical Considerations and a new implementation for invariant coordinate selection. SIAM J. Math. Data Sci. 5(1): 97-121 (2023) - [c13]Mengxi Yi
Elasso for Estimating the Signal Dimension in ICA. EUSIPCO 2023: 2023-2027 - [i4]Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Johanna Schmidt, Silvia Miksch:
Data Type Agnostic Visual Sensitivity Analysis. CoRR abs/2309.03580 (2023) - 2022
- [j24]Nikolaus Piccolotto
Visual Parameter Selection for Spatial Blind Source Separation. Comput. Graph. Forum 41(3): 157-168 (2022) - [j23]Klaus Nordhausen
Asymptotic and bootstrap tests for subspace dimension. J. Multivar. Anal. 188: 104830 (2022) - [j22]Klaus Nordhausen
On the usage of joint diagonalization in multivariate statistics. J. Multivar. Anal. 188: 104844 (2022) - [j21]Nikolaus Piccolotto
TBSSvis: Visual analytics for Temporal Blind Source Separation. Vis. Informatics 6(4): 51-66 (2022) - 2021
- [j20]Daniel Fischer
REPPlab: An R package for detecting clusters and outliers using exploratory projection pursuit. Commun. Stat. Simul. Comput. 50(11): 3397-3419 (2021) - [j19]Klaus Nordhausen, Markus Matilainen
Dimension Reduction for Time Series in a Blind Source Separation Context Using R. J. Stat. Softw. 98(1) (2021) - [j18]Christoph Muehlmann
On Cokriging, Neural Networks, and Spatial Blind Source Separation for Multivariate Spatial Prediction. IEEE Geosci. Remote. Sens. Lett. 18(11): 1931-1935 (2021) - [c12]Una Radojicic, Niko Lictzén, Klaus Nordhausen
Dimension Estimation in Two-Dimensional PCA. ISPA 2021: 16-22 - [i3]Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch:
Visual Parameter Selection for Spatial Blind Source Separation. CoRR abs/2112.08888 (2021) - 2020
- [j17]Gabriel Frahm
M-estimation with incomplete and dependent multivariate data. J. Multivar. Anal. 176 (2020) - [j16]Joni Virta
Independent component analysis for multivariate functional data. J. Multivar. Anal. 176 (2020) - [i2]Christoph Muehlmann, Klaus Nordhausen, Mengxi Yi:
On Cokriging, Neural Networks, and Spatial Blind Source Separation for Multivariate Spatial Prediction. CoRR abs/2007.03747 (2020) - [i1]Nikolaus Piccolotto, Markus Bögl, Theresia Gschwandtner, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch:
TBSSvis: Visual Analytics for Temporal Blind Source Separation. CoRR abs/2011.09896 (2020)
2010 – 2019
- 2019
- [j15]Klaus Nordhausen
An overview of properties and extensions of FOBI. Knowl. Based Syst. 173: 113-116 (2019) - 2018
- [j14]Aurore Archimbaud
ICS for multivariate outlier detection with application to quality control. Comput. Stat. Data Anal. 128: 184-199 (2018) - [j13]Aurore Archimbaud
ICSOutlier: Unsupervised Outlier Detection for Low-Dimensional Contamination Structure. R J. 10(1): 234 (2018) - [j12]Jari Miettinen, Klaus Nordhausen
fICA: FastICA Algorithms and Their Improved Variants. R J. 10(2): 148 (2018) - [c11]Markus Matilainen
On the Number of Signals in Multivariate Time Series. LVA/ICA 2018: 248-258 - [c10]Klaus Nordhausen
Ladle Estimator For Time Series Signal Dimension. SSP 2018: 428-432 - 2017
- [j11]Daniel Fischer
Subgroup detection in genotype data using invariant coordinate selection. BMC Bioinform. 18(1): 173:1-173:9 (2017) - [j10]Joni Virta
Independent component analysis for tensor-valued data. J. Multivar. Anal. 162: 172-192 (2017) - [j9]Jari Miettinen
The squared symmetric FastICA estimator. Signal Process. 131: 402-411 (2017) - [j8]Joni Virta
Blind source separation of tensor-valued time series. Signal Process. 141: 204-216 (2017) - [j7]Klaus Nordhausen
Asymptotic and Bootstrap Tests for the Dimension of the Non-Gaussian Subspace. IEEE Signal Process. Lett. 24(6): 887-891 (2017) - [c9]Niko Lietzén, Klaus Nordhausen
Complex Valued Robust Multidimensional SOBI. LVA/ICA 2017: 131-140 - [c8]Joni Virta
On the Optimal Non-linearities for Gaussian Mixtures in FastICA. LVA/ICA 2017: 427-437 - [c7]Joni Virta
Blind source separation for nonstationary tensor-valued time series. MLSP 2017: 1-6 - 2016
- [j6]Lutz Dümbgen
New algorithms for M-estimation of multivariate scatter and location. J. Multivar. Anal. 144: 200-217 (2016) - 2015
- [j5]Katrin Illner, Jari Miettinen
Model selection using limiting distributions of second-order blind source separation algorithms. Signal Process. 113: 95-103 (2015) - [c6]Pauliina Ilmonen, Klaus Nordhausen
An Affine Equivariant Robust Second-Order BSS Method. LVA/ICA 2015: 328-335 - 2014
- [j4]Jari Miettinen
Deflation-based separation of uncorrelated stationary time series. J. Multivar. Anal. 123: 214-227 (2014) - [j3]Jari Miettinen
Deflation-Based FastICA With Adaptive Choices of Nonlinearities. IEEE Trans. Signal Process. 62(21): 5716-5724 (2014) - 2013
- [c5]Jari Miettinen
Fast equivariant JADE. ICASSP 2013: 6153-6157 - 2012
- [c4]Klaus Nordhausen
Joint Diagonalization of Several Scatter Matrices for ICA. LVA/ICA 2012: 172-179 - 2011
- [c3]Klaus Nordhausen, Hannu Oja:
Scatter matrices with independent block property and ISA. EUSIPCO 2011: 1738-1742 - [c2]Klaus Nordhausen, Pauliina Ilmonen, Abhijit Mandal, Hannu Oja, Esa Ollila:
Deflation-based FastICA reloaded. EUSIPCO 2011: 1854-1858 - 2010
- [c1]Pauliina Ilmonen, Klaus Nordhausen
A New Performance Index for ICA: Properties, Computation and Asymptotic Analysis. LVA/ICA 2010: 229-236
2000 – 2009
- 2009
- [j2]Klaus Nordhausen
Signed-rank tests for location in the symmetric independent component model. J. Multivar. Anal. 100(5): 821-834 (2009) - 2006
- [j1]Anne Aula, Klaus Nordhausen
Modeling successful performance in Web searching. J. Assoc. Inf. Sci. Technol. 57(12): 1678-1693 (2006)
Coauthor Index
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