Journee, M., Bach, F., Absil, P.-A., & Sepulchre, R. (May 2010). Low-rank optimization on the cone of positive semidefinite matrices. SIAM Journal on Optimization, 20(5), 2327-2351. doi:10.1137/080731359 Peer Reviewed verified by ORBi |
Nesterov, Y., Richtarik, P., Journee, M., & Sepulchre, R. (January 2010). Generalized power method for sparse principal component analysis. Journal of Machine Learning Research, 11, 517-533. Peer Reviewed verified by ORBi |
Journée, M. (2009). Geometric algorithms for component analysis with a view to gene expression data analysis [Doctoral thesis, Université de Liège]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/314954 |
Teschendorff, A. E., Journee, M., Absil, P.-A., Sepulchre, R., & Caldas, C. (August 2007). Elucidating the altered transcriptional programs in breast cancer using independent component analysis. PLoS Computational Biology, 3 (8), 1539-1554. doi:10.1371/journal.pcbi.0030161 Peer Reviewed verified by ORBi |
Journee, M., Absil, P.-A., & Sepulchre, R. (2007). Gradient-optimization on the orthogonal group for Independent Component Analysis. In 7th International Conference on Independent Component Analysis and Blind Signal Separation (ICA 2007). Peer reviewed |
Journee, M., Teschendorff, A. E., Absil, P.-A., Tavaŕe, S., & Sepulchre, R. (2007). Geometric optimization methods for the analysis of gene expression data. In A. N. Gorban, B. Ḱegl, D. C. Wunsch, ... A. Y. Zinovyev (Eds.), Principal Manifolds for Data Visualization and Dimension Reduction. Springer. doi:10.1109/ICASSP.2007.367344 |
Journee, M., Teschendorff, A. E., Absil, P.-A., & Sepulchre, R. (2007). Geometric optimization methods for independent component analysis applied on gene expression data. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007) (pp. 1413-1416). Peer reviewed |
Journee, M., Schweickhardt, T., & Allgöwer, F. (2007). Comparative assessment of old and new suboptimal control schemes on three example processes. International Journal of Tomography and Statistics, 6 (S07), 45-50. Peer Reviewed verified by ORBi |
Journee, M., Schweickhardt, T., & Allgöwer, F. (2006). Comparative assessment of old and new suboptimal control schemes on three example processes. In Proceedings of the 13th IFAC Workshop on Control Applications of Optimisation, Paris (pp. 189-194). Peer reviewed |