A scalable and programmable architecture for the continuous restricted Boltzmann machine in VLSI

C.C. Lu; C.Y. Hong; H. Chen

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Conference paper

A scalable and programmable architecture for the continuous restricted Boltzmann machine in VLSI

C.C. Lu, C.Y. Hong and H. Chen

Proceedings - IEEE International Symposium on Circuits and Systems, pp.1297-1300

2007

Abstract

The Continuous Restricted Boltzmann Machine (CRBM) has been attractive as a probabilistic model both useful in biomedical applications and hardware-amenable. To implement a large-scale CRBM system for real applications, the performance of the CRBM under hardware constraints must be investigated. This paper examines the effects of parameter precision on the performance of the CRBM, identifies the required precision for modelling real biomedical data, and Anally proposes a scalable and programmable architecture based on which a CRBM-embedded intelligent system can be formed. © 2007 IEEE.

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Title: A scalable and programmable architecture for the continuous restricted Boltzmann machine in VLSI
Creators - without role: C.C. Lu - Dept. of Electrical Engineering , National Tsing-Hua University
C.Y. Hong - Dept. of Electrical Engineering , National Tsing-Hua University
H. Chen - Dept. of Electrical Engineering , National Tsing-Hua University
Publication Details: Proceedings - IEEE International Symposium on Circuits and Systems, pp.1297-1300
Identifiers: 9957773187206774
Academic Unit: Institute of Electronics Engineering, College of Electrical Engineering and Computer Science, National Tsing Hua University
Language: English
Resource Type: Conference paper

A scalable and programmable architecture for the continuous restricted Boltzmann machine in VLSI

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