Title :
Joint diagonalization of non defective matrices using generalized Jacobi rotations
Author :
Iferroudjene, Redha ; Abed-Meraim, Karim ; Belouchrani, Adel
Author_Institution :
EMP, Algeria
Abstract :
This paper addresses the problem of joint diagonalization (JD) of a set of non defective matrices. A new Jacobi-like method that has the advantages of fast and efficient computation as well as generality is presented. The proposed algorithm uses a combination of unitary and shear (non unitary) transformations to bring general matrices into normal ones and perform joint diagonalization. This algorithm is named JUST for Joint Unitary Shear Transformation. A comparison with another general algorithm, namely the FFDiag is provided and the overall algorithm performance is assessed and discussed through numerical simulations.
Keywords :
Jacobian matrices; blind source separation; Jacobi method; Jacobi rotation; joint diagonalization; joint unitary shear transformation; non defective matrices; unitary transformation; Artificial neural networks; Jacobian matrices; Matrix converters; Numerical simulation;
Conference_Titel :
Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-7165-2
DOI :
10.1109/ISSPA.2010.5605527