Publications

Selected publications
Key publications
  • Sipilä, M., Cappello, C., De Iaco, S., Nordhausen, K. and  Taskinen, S. (2025): Modelling Multivariate Spatio-Temporal Data with Identifiable Variational Autoencoders.  Neural Networks, 181, 106774.
  • Nordhausen, K. and Ruiz-Gazen, A. (2022): On the Usage of Joint Diagonalization in Multivariate Statistics.  Journal of Multivariate Analysis, 188, 104844.
  • Virta, J., Lietzen, N., Ilmonen, P. and Nordhausen, K. (2021): Fast Tensorial JADE. Scandinavian Journal of Statistics, 48, 164-187.
  • Bachoc, F., Genton, M.G., Nordhausen, K., Ruiz-Gazen, A. and Virta, J. (2020): Spatial Blind Source Separation. Biometrika, 107, 627-646.
  • Virta, J., Li, B., Nordhausen, K. and Oja, H. (2020): Independent Component Analysis for Multivariate Functional Data. Journal of Multivariate Analysis, 176, 104568.
  • Nordhausen, K. and Oja, H. (2018):  Independent Component Analysis: A Statistical Perspective. WIREs  Computational Statistics, 10, e1440.
  • Nordhausen, K. and Oja, H. (2018): Robust Nonparametric Inference. Annual Review of Statistics and Its Application, 5, 473-500.
Recent publications