Title :
Immunity clone strategy based ICA
Author :
Liu, Fang ; Jia, Fan
Author_Institution :
Sch. of Comput. Sci. & Technol., Xidian Univ., Xi´´an, China
Abstract :
In this paper, immunity clone algorithm is introduced to the learning of separating matrix in independent component analysis (ICA). For no restriction on the derivative of objective function, we can derive the matrix without help of traditional gradient descend algorithms. An objective function with a smaller error to approximate the negentropy is adopted. This algorithm has the advantages of simpleness, stable and global convergence, and is verified with computer simulation.
Keywords :
convergence; independent component analysis; matrix algebra; ICA; computer simulation; global convergence; immunity clone; independent component analysis; learning; matrix separation; negentropy; objective function; Cloning; Computational intelligence; Independent component analysis;
Conference_Titel :
Computational Intelligence and Multimedia Applications, 2003. ICCIMA 2003. Proceedings. Fifth International Conference on
Print_ISBN :
0-7695-1957-1
DOI :
10.1109/ICCIMA.2003.1238141