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Article

Georgiev, P. and Pardalos, P. and Theis, Fabian J. (2005) A bilinear algorithm for sparse representations. Computational optimization and applications.

Georgiev, P. and Theis, Fabian J. and Cichocki, A. (2005) Sparse Component Analysis and Blind Source Separation of Underdetermined Mixtures. IEEE Transactions on Neural Networks 16 (4), pp. 992-996.

Book

Georgiev, P. and Pardalos, P. and Theis, F. and Cichocki, A. (2004) A Bilinear Algorithm for Sparse Representations. UNSPECIFIED, Como, Italy.

Book Section

Georgiev, P. and Pardalos, P. and Theis, Fabian J. and Cichocki, A. and Bakardjian, H. (2007) Sparse Component Analysis: a New Tool for Data Mining. In: Pardalos, P. and Boginski, V. and Vazacopoulos, A., (eds.) Data mining in biomedicine. Optimization and its applications, 7, Part I. Springer, New York, pp. 91-116. ISBN 0-387-69318-1, 978-0-387-69318-7.

Georgiev, P. and Theis, Fabian J. and Cichocki, A. (2006) Optimization Algorithms for Sparse Representations and Applications. In: Hager, William W., (ed.) Multiscale Optimization Methods and Applications. Nonconvex Optimization and Its Applications, 82. Springer, New York, NY, pp. 85-99. ISBN 978-0-387-29550-3 (e-book), 978-0-387-29549-7 (Print).

Theis, Fabian J. and Georgiev, P. and Cichocki, A. (2004) Blind source recovery: algorithm comparison and fusion. In: Proceedings: Bayesian inference and maximum entropy methods in science and engineering (MaxEnt): 24th internat. workshop, Garching, Germany, 25 - 30 July 2004. AIP conference proceedings, 735. American Institute of Physics, Garching, Germany, pp. 320-327. ISBN 0-7354-0217-5 .

Georgiev, P. and Theis, Fabian J. and Cichocki, A. (2004) Blind source separation and sparse component analysis of overcomplete mixtures. In: Proceedings / 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP, May 17 - 21, 2004, Montreal, Quebec, Canada. IEEE Operations Center, Piscataway, NJ, pp. 493-496. ISBN 0-7803-8484-9.

Georgiev, P. and Theis, F. (2004) Blind source separation of linear mixtures with singular matrices. In: Puntonet, Carlos G., (ed.) Independent component analysis and blind signal separation: fifth international conference, ICA 2004, Granada, Spain, September 22 - 24, 2004; proceedings. Lecture Notes in Computer Science, 3195. Springer, Berlin, pp. 121-128.

Theis, Fabian J. and Georgiev, P. and Cichocki, A. (2004) Robust overcomplete matrix recovery for sparse sources using a generalized Hough transform. In: Verleysen, Michel, (ed.) Proceedings / 12th European Symposium on Artificial Neural Networks, ESANN 2004: Bruges, Belgium, April 28 - 30, 2004. d-side, Evere, Belgium, pp. 343-348. ISBN 2-930307-04-8.

Conference or Workshop Item

Georgiev, P. and Theis, Fabian J. and Ralescu, A. (2004) Sparse Representation of Data and Support Vector Machines (in: Proceedings). In: Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU), 2004, Perugia, Italy.

Other

Georgiev, P. and Theis, Fabian J. and Cichocki, A. (2004) Optimization Algorithms for Sparse Representations and Applications. In: Proc. of Multiscale Optimization Methods. , Gainesville, Florida, USA.

Georgiev, P. and Pardalos, P. and Theis, Fabian J. and Cichocki, A. and Bakardjian, H. (2004) Sparse Component Analysis: a New Tool for Data Mining. In: Proc. of Data Mining in Biomedicine. Kluwer, Netherlands.