Klaus Nordhausen

56 papers C 1Misc 1Journal 40Unranked 13

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Invariant Coordinate Selection and Fisher discriminant subspace beyond the case of two groups. J. Multivar. Anal. Colombe Becquart, Aurore Archimbaud, Anne Ruiz-Gazen, Luka Prilc, Klaus Nordhausen
2026	J	`jnl`	Order Determination for Tensor-Valued Observations Using Data Augmentation. J. Comput. Graph. Stat. Una Radojicic, Niko Lietzén, Klaus Nordhausen, Joni Virta
2026	J	`jnl`	Unsupervised linear discrimination using skewness. J. Multivar. Anal. Una Radojicic, Klaus Nordhausen, Joni Virta
2025	J	`jnl`	Comparing model-based unconstrained ordination methods in the analysis of high-dimensional compositional count data. J. Data Sci. Stat. Vis. Wenqi Tang, Pekka Korhonen, Jenni Niku, Klaus Nordhausen, Sara Taskinen
2025	—	`conf`	Identifiable Autoregressive Variational Autoencoders for Nonlinear and Nonstationary Spatio-Temporal Blind Source Separation. ECML/PKDD (7) Mika Sipilä, Klaus Nordhausen, Sara Taskinen
2025	J	`jnl`	Identifiable Autoregressive Variational Autoencoders for Nonlinear and Nonstationary Spatio-Temporal Blind Source Separation. CoRR Mika Sipilä, Klaus Nordhausen, Sara Taskinen
2025	J	`jnl`	Modelling multivariate spatio-temporal data with identifiable variational autoencoders. Neural Networks Mika Sipilä, Claudia Cappello, Sandra De Iaco, Klaus Nordhausen, Sara Taskinen
2025	J	`jnl`	Time-aware UNet and super-resolution deep residual networks for spatial downscaling. CoRR Mika Sipilä, Sabrina Maggio, Sandra De Iaco, Klaus Nordhausen, Monica Palma, Sara Taskinen
2024	J	`jnl`	Data Type Agnostic Visual Sensitivity Analysis. IEEE Trans. Vis. Comput. Graph. Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Johanna Schmidt, Silvia Miksch
2024	J	`jnl`	Nonlinear blind source separation exploiting spatial nonstationarity. Inf. Sci. Mika Sipilä, Klaus Nordhausen, Sara Taskinen
2024	—	`conf`	Predicting Children's Myopia Risk: A Monte Carlo Approach to Compare the Performance of Machine Learning Models. ICAART (3) Piotr Artiemjew, Radoslaw Cybulski, Mohammad Hassan Emamian, Andrzej Grzybowski, Andrzej Jankowski, Carla Lanca, Shiva Mehravaran, Marcin Mlynski, Cezary Morawski, Klaus Nordhausen, Olavi Pärssinen, Krzysztof Ropiak
2024	J	`jnl`	Stationary subspace analysis based on second-order statistics. J. Comput. Appl. Math. Lea Flumian, Markus Matilainen, Klaus Nordhausen, Sara Taskinen
2024	J	`jnl`	Visual Interactive Parameter Selection for Temporal Blind Source Separation. J. Data Sci. Stat. Vis. Claudia Cappello, Nikolaus Piccolotto, Christoph Muehlmann, Markus Bögl, Peter Filzmoser, Silvia Miksch, Klaus Nordhausen
2023	J	`jnl`	Data Type Agnostic Visual Sensitivity Analysis. CoRR Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Johanna Schmidt, Silvia Miksch
2023	—	`conf`	Elasso for Estimating the Signal Dimension in ICA. EUSIPCO Mengxi Yi, Klaus Nordhausen
2023	J	`jnl`	Numerical Considerations and a new implementation for invariant coordinate selection. SIAM J. Math. Data Sci. Aurore Archimbaud, Zlatko Drmac, Klaus Nordhausen, Una Radojicic, Anne Ruiz-Gazen
2022	J	`jnl`	Asymptotic and bootstrap tests for subspace dimension. J. Multivar. Anal. Klaus Nordhausen, Hannu Oja, David E. Tyler
2022	J	`jnl`	On the usage of joint diagonalization in multivariate statistics. J. Multivar. Anal. Klaus Nordhausen, Anne Ruiz-Gazen
2022	J	`jnl`	TBSSvis: Visual analytics for Temporal Blind Source Separation. Vis. Informatics Nikolaus Piccolotto, Markus Bögl, Theresia Gschwandtner, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch
2022	J	`jnl`	Visual Parameter Selection for Spatial Blind Source Separation. Comput. Graph. Forum Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch
2021	C	`conf`	Dimension Estimation in Two-Dimensional PCA. ISPA Una Radojicic, Niko Lictzén, Klaus Nordhausen, Joni Virta
2021	J	`jnl`	Dimension Reduction for Time Series in a Blind Source Separation Context Using R. J. Stat. Softw. Klaus Nordhausen, Markus Matilainen, Jari Miettinen, Joni Virta, Sara Taskinen
2021	J	`jnl`	On Cokriging, Neural Networks, and Spatial Blind Source Separation for Multivariate Spatial Prediction. IEEE Geosci. Remote. Sens. Lett. Christoph Muehlmann, Klaus Nordhausen, Mengxi Yi
2021	J	`jnl`	REPPlab: An R package for detecting clusters and outliers using exploratory projection pursuit. Commun. Stat. Simul. Comput. Daniel Fischer, Alain Berro, Klaus Nordhausen, Anne Ruiz-Gazen
2021	J	`jnl`	Visual Parameter Selection for Spatial Blind Source Separation. CoRR Nikolaus Piccolotto, Markus Bögl, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch
2020	J	`jnl`	Independent component analysis for multivariate functional data. J. Multivar. Anal. Joni Virta, Bing Li, Klaus Nordhausen, Hannu Oja
2020	J	`jnl`	M-estimation with incomplete and dependent multivariate data. J. Multivar. Anal. Gabriel Frahm, Klaus Nordhausen, Hannu Oja
2020	J	`jnl`	On Cokriging, Neural Networks, and Spatial Blind Source Separation for Multivariate Spatial Prediction. CoRR Christoph Muehlmann, Klaus Nordhausen, Mengxi Yi
2020	J	`jnl`	TBSSvis: Visual Analytics for Temporal Blind Source Separation. CoRR Nikolaus Piccolotto, Markus Bögl, Theresia Gschwandtner, Christoph Muehlmann, Klaus Nordhausen, Peter Filzmoser, Silvia Miksch
2019	J	`jnl`	An overview of properties and extensions of FOBI. Knowl. Based Syst. Klaus Nordhausen, Joni Virta
2018	J	`jnl`	ICS for multivariate outlier detection with application to quality control. Comput. Stat. Data Anal. Aurore Archimbaud, Klaus Nordhausen, Anne Ruiz-Gazen
2018	J	`jnl`	ICSOutlier: Unsupervised Outlier Detection for Low-Dimensional Contamination Structure. R J. Aurore Archimbaud, Klaus Nordhausen, Anne Ruiz-Gazen
2018	—	`conf`	Ladle Estimator For Time Series Signal Dimension. SSP Klaus Nordhausen, Joni Virta
2018	—	`conf`	On the Number of Signals in Multivariate Time Series. LVA/ICA Markus Matilainen, Klaus Nordhausen, Joni Virta
2018	J	`jnl`	fICA: FastICA Algorithms and Their Improved Variants. R J. Jari Miettinen, Klaus Nordhausen, Sara Taskinen
2017	J	`jnl`	Asymptotic and Bootstrap Tests for the Dimension of the Non-Gaussian Subspace. IEEE Signal Process. Lett. Klaus Nordhausen, Hannu Oja, David E. Tyler, Joni Virta
2017	—	`conf`	Blind source separation for nonstationary tensor-valued time series. MLSP Joni Virta, Klaus Nordhausen
2017	J	`jnl`	Blind source separation of tensor-valued time series. Signal Process. Joni Virta, Klaus Nordhausen
2017	—	`conf`	Complex Valued Robust Multidimensional SOBI. LVA/ICA Niko Lietzén, Klaus Nordhausen, Pauliina Ilmonen
2017	J	`jnl`	Independent component analysis for tensor-valued data. J. Multivar. Anal. Joni Virta, Bing Li, Klaus Nordhausen, Hannu Oja
2017	—	`conf`	On the Optimal Non-linearities for Gaussian Mixtures in FastICA. LVA/ICA Joni Virta, Klaus Nordhausen
2017	J	`jnl`	Subgroup detection in genotype data using invariant coordinate selection. BMC Bioinform. Daniel Fischer, Mervi Honkatukia, Maria Tuiskula-Haavisto, Klaus Nordhausen, David Cavero, Rudolf Preisinger, Johanna Vilkki
2017	J	`jnl`	The squared symmetric FastICA estimator. Signal Process. Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen, Joni Virta
2016	J	`jnl`	New algorithms for M-estimation of multivariate scatter and location. J. Multivar. Anal. Lutz Dümbgen, Klaus Nordhausen, Heike Schuhmacher
2015	—	`conf`	An Affine Equivariant Robust Second-Order BSS Method. LVA/ICA Pauliina Ilmonen, Klaus Nordhausen, Hannu Oja, Fabian J. Theis
2015	J	`jnl`	Model selection using limiting distributions of second-order blind source separation algorithms. Signal Process. Katrin Illner, Jari Miettinen, Christiane Fuchs, Sara Taskinen, Klaus Nordhausen, Hannu Oja, Fabian J. Theis
2014	J	`jnl`	Deflation-Based FastICA With Adaptive Choices of Nonlinearities. IEEE Trans. Signal Process. Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen
2014	J	`jnl`	Deflation-based separation of uncorrelated stationary time series. J. Multivar. Anal. Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen
2013	Misc	`conf`	Fast equivariant JADE. ICASSP Jari Miettinen, Klaus Nordhausen, Hannu Oja, Sara Taskinen
2012	—	`conf`	Joint Diagonalization of Several Scatter Matrices for ICA. LVA/ICA Klaus Nordhausen, Harold W. Gutch, Hannu Oja, Fabian J. Theis
2011	—	`conf`	Deflation-based FastICA reloaded. EUSIPCO Klaus Nordhausen, Pauliina Ilmonen, Abhijit Mandal, Hannu Oja, Esa Ollila
2011	—	`conf`	Scatter matrices with independent block property and ISA. EUSIPCO Klaus Nordhausen, Hannu Oja
2010	—	`conf`	A New Performance Index for ICA: Properties, Computation and Asymptotic Analysis. LVA/ICA Pauliina Ilmonen, Klaus Nordhausen, Hannu Oja, Esa Ollila
2009	J	`jnl`	Signed-rank tests for location in the symmetric independent component model. J. Multivar. Anal. Klaus Nordhausen, Hannu Oja, Davy Paindaveine
2008	—	`—`	On invariant coordinate selection and nonparametric analysis of multivariate data. Klaus Nordhausen
2006	J	`jnl`	Modeling successful performance in Web searching. J. Assoc. Inf. Sci. Technol. Anne Aula, Klaus Nordhausen