Title :
Convergence monitoring in generalised Hebbian learning
Author :
Paplinski, Andrew P.
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Monash Univ., Clayton, Vic., Australia
Abstract :
We discuss monitoring of the convergence of the generalised Hebbian learning algorithm which performs principal component analysis or the Karhunen-Loeve transform. We start with presentation of the details of the internal structure of the algorithm. Next, we consider a number of inter-related convergence conditions. Finally, we present example of image coding algorithm in which those conditions are verified
Keywords :
Hebbian learning; convergence; image coding; neural nets; Hebbian learning; Karhunen-Loeve transform; convergence; image coding; monitoring; neural nets; principal component analysis; Computerized monitoring; Convergence; Decoding; Hebbian theory; Image coding; Karhunen-Loeve transforms; Neural networks; Neurofeedback; Neurons; Principal component analysis;
Conference_Titel :
Neural Networks Proceedings, 1998. IEEE World Congress on Computational Intelligence. The 1998 IEEE International Joint Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
0-7803-4859-1
DOI :
10.1109/IJCNN.1998.685975
