Title :
Automatic estimation of learning rate for LVQ networks
Author :
Muralidharan, V. ; Lui, Ho Chung
Author_Institution :
Inst. of Syst. Sci., Nat. Univ. of Singapore, Singapore
Abstract :
Various learning vector quantization (LVQ) algorithms proposed before have made use of the learning coefficient α(t) for obtaining convergence of training. The authors present a new method that can be to estimate the learning rate at α(t) from the input and codebook vectors directly and independent of the past history of α(t). The results of experiments done with real speech data with the algorithm are also reported
Keywords :
neural nets; speech coding; speech recognition; vector quantisation; LVQ algorithms; LVQ networks; automatic estimation; codebook vectors; learning coefficient; learning rate; learning vector quantization; neural network; speech data; speech recognition; training convergence; Bayesian methods; Clustering algorithms; Convergence; History; Image processing; Pattern recognition; Probability density function; Process control; Speech processing;
Conference_Titel :
Singapore ICCS/ISITA '92. 'Communications on the Move'
Print_ISBN :
0-7803-0803-4
DOI :
10.1109/ICCS.1992.254894