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@article{ART001382246},
author={이동형 and Seongjin Kim and 박상무 and LEE SOO DONG and ChoelYoung Ock},
title={A Study on MRD Methods of A RAM-based Neural Net},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2009},
volume={14},
number={9},
pages={11-19}

TY - JOUR
AU - 이동형
AU - Seongjin Kim
AU - 박상무
AU - LEE SOO DONG
AU - ChoelYoung Ock
TI - A Study on MRD Methods of A RAM-based Neural Net
JO - Journal of The Korea Society of Computer and Information
PY - 2009
VL - 14
IS - 9
PB - The Korean Society Of Computer And Information
SP - 11
EP - 19
SN - 1598-849X
AB - A RAM-based Neural Net(RBNN) which has multi-discriminators is more effective than RBNN with a discriminator. Experience Sensitive Cumulative Neural Network and 3-D Neuro System (3DNS) that accumulate the features point improved the performance of BNN, which were enabled to train additional and repeated patterns and extract a generalized pattern. In recognition process of Neural Net with multi-discriminator, the selection of class was decided by the value of MRD which calculates the accumulated sum of each class. But they had a saturation problem of its memory cells caused by learning volume increment. Therefore, the decision of MRD has a low performance because recognition rate is decreased by saturation. In this paper, we propose the method which improve the MRD ability. The method consists of the optimum MRD and the matching ratio prototype to generalized image, the cumulative filter ratio, the gap of prototype response MRD. We experimented the performance using MNIST database of NIST without preprocessor, and compared this model with 3DNS. The proposed MRD method has more performance of recognition rate and more stable system for distortion of input pattern than 3DNS.
KW - MRD;3DNS;multi-discriminators;optimum MRD;ESCBNN
DO -
UR -
ER -

이동형, Seongjin Kim, 박상무, LEE SOO DONG and ChoelYoung Ock. (2009). A Study on MRD Methods of A RAM-based Neural Net. Journal of The Korea Society of Computer and Information, 14(9), 11-19.

이동형, Seongjin Kim, 박상무, LEE SOO DONG and ChoelYoung Ock. 2009, "A Study on MRD Methods of A RAM-based Neural Net", Journal of The Korea Society of Computer and Information, vol.14, no.9 pp.11-19.

이동형, Seongjin Kim, 박상무, LEE SOO DONG, ChoelYoung Ock "A Study on MRD Methods of A RAM-based Neural Net" Journal of The Korea Society of Computer and Information 14.9 pp.11-19 (2009) : 11.

이동형, Seongjin Kim, 박상무, LEE SOO DONG, ChoelYoung Ock. A Study on MRD Methods of A RAM-based Neural Net. 2009; 14(9), 11-19.

이동형, Seongjin Kim, 박상무, LEE SOO DONG and ChoelYoung Ock. "A Study on MRD Methods of A RAM-based Neural Net" Journal of The Korea Society of Computer and Information 14, no.9 (2009) : 11-19.

이동형; Seongjin Kim; 박상무; LEE SOO DONG; ChoelYoung Ock. A Study on MRD Methods of A RAM-based Neural Net. Journal of The Korea Society of Computer and Information, 14(9), 11-19.

이동형; Seongjin Kim; 박상무; LEE SOO DONG; ChoelYoung Ock. A Study on MRD Methods of A RAM-based Neural Net. Journal of The Korea Society of Computer and Information. 2009; 14(9) 11-19.

이동형, Seongjin Kim, 박상무, LEE SOO DONG, ChoelYoung Ock. A Study on MRD Methods of A RAM-based Neural Net. 2009; 14(9), 11-19.

이동형, Seongjin Kim, 박상무, LEE SOO DONG and ChoelYoung Ock. "A Study on MRD Methods of A RAM-based Neural Net" Journal of The Korea Society of Computer and Information 14, no.9 (2009) : 11-19.