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