A Boltzmann Machine with Non-rejective Move
Summary :
It have been one open and significant topic for real-time applications to enhance the processing-speed of Boltzmann machines for long time. One effective way of solution of this problem is the augmentation of probability of neurons' state move. In this paper, a novel method, called a rejectionless method, was proposed and introduced into the Boltzmann machines for this augmentation. This method has a feature of independence on the ratio of neurons' state move. The efficiency of this method for speed-up was confirmed with the experiments of TSP and graph problem.
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- IEICE TRANSACTIONS on Fundamentals Vol.E85-A No.6 pp.1229-1235
- Publication Date
- 2002/06/01
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- Special Section PAPER (Special Section on Papers Selected from 2001 International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2001))
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Hongbing ZHU, Ningping SUN, Mamoru SASAKI, Kei EGUCHI, Toru TABATA, Fuji REN, "A Boltzmann Machine with Non-rejective Move" in IEICE TRANSACTIONS on Fundamentals,
vol. E85-A, no. 6, pp. 1229-1235, June 2002, doi: .
Abstract: It have been one open and significant topic for real-time applications to enhance the processing-speed of Boltzmann machines for long time. One effective way of solution of this problem is the augmentation of probability of neurons' state move. In this paper, a novel method, called a rejectionless method, was proposed and introduced into the Boltzmann machines for this augmentation. This method has a feature of independence on the ratio of neurons' state move. The efficiency of this method for speed-up was confirmed with the experiments of TSP and graph problem.
URL: https://global.ieice.org/en_transactions/fundamentals/10.1587/e85-a_6_1229/_p
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@ARTICLE{e85-a_6_1229,
author={Hongbing ZHU, Ningping SUN, Mamoru SASAKI, Kei EGUCHI, Toru TABATA, Fuji REN, },
journal={IEICE TRANSACTIONS on Fundamentals},
title={A Boltzmann Machine with Non-rejective Move},
year={2002},
volume={E85-A},
number={6},
pages={1229-1235},
abstract={It have been one open and significant topic for real-time applications to enhance the processing-speed of Boltzmann machines for long time. One effective way of solution of this problem is the augmentation of probability of neurons' state move. In this paper, a novel method, called a rejectionless method, was proposed and introduced into the Boltzmann machines for this augmentation. This method has a feature of independence on the ratio of neurons' state move. The efficiency of this method for speed-up was confirmed with the experiments of TSP and graph problem.},
keywords={},
doi={},
ISSN={},
month={June},}
Copy
TY - JOUR
TI - A Boltzmann Machine with Non-rejective Move
T2 - IEICE TRANSACTIONS on Fundamentals
SP - 1229
EP - 1235
AU - Hongbing ZHU
AU - Ningping SUN
AU - Mamoru SASAKI
AU - Kei EGUCHI
AU - Toru TABATA
AU - Fuji REN
PY - 2002
DO -
JO - IEICE TRANSACTIONS on Fundamentals
SN -
VL - E85-A
IS - 6
JA - IEICE TRANSACTIONS on Fundamentals
Y1 - June 2002
AB - It have been one open and significant topic for real-time applications to enhance the processing-speed of Boltzmann machines for long time. One effective way of solution of this problem is the augmentation of probability of neurons' state move. In this paper, a novel method, called a rejectionless method, was proposed and introduced into the Boltzmann machines for this augmentation. This method has a feature of independence on the ratio of neurons' state move. The efficiency of this method for speed-up was confirmed with the experiments of TSP and graph problem.
ER -
English
