DocumentCode :
1563259
Title :
Mixed-signal VLSI implementation of the Products of Experts´ contrastive divergence learning scheme
Author :
Fleury, Patrice ; Murray, Alan F.
Author_Institution :
Dept. of Electron. & Electr. Eng., Edinburgh Univ., UK
Volume :
5
fYear :
2003
Abstract :
We present circuits and methods for the on-chip VLSI implementation of the "contrastive divergence" learning scheme used in the Product of Experts (PoE) architecture. A novel circuit changes a neuron\´s synaptic weight accurately and experimental results from its aVLSI implementation are given. Additional circuitry required to control the weight change circuit and to implement the learning rule on-chip is also presented.
Keywords :
VLSI; learning (artificial intelligence); mixed analogue-digital integrated circuits; neural chips; PoE; Products of Experts´ contrastive divergence learning scheme; aVLSl; analogue circuits; learning rule; mixed-signal VLSI implementation; neuron; synaptic weight; weight change circuit; Circuit noise; Feedback; Hardware; Neurons; Stochastic processes; Very large scale integration; Voltage; Weight control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
Type :
conf
DOI :
10.1109/ISCAS.2003.1206397
Filename :
1206397
Link To Document :
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