TY - GEN
T1 - Auto-associative memory by universal learning networks (ULNs)
AU - Shibuta, K.
AU - Hirasawa, K.
AU - Hu, Jinglu
AU - Murata, J.
N1 - Publisher Copyright:
© 2002 Nanyang Technological University.
PY - 2002
Y1 - 2002
N2 - In this paper, we propose a new auto correlation associative memory using universal learning networks (ULNs). The main purpose of this paper is to realize associative memory by training the network. Although so many useful models have been devised, there are some problems related to associative memory, such as the limitation of storage capacity or too small attractors of stored memories. To solve these problems, we obtain memory network by training network parameters not by calculating them in the conventional methods. Furthermore, we introduce "don't care nodes" into the networks just to enlarge network size and give more flexibility. We could verify that this method improves the memory capacity by computer simulations.
AB - In this paper, we propose a new auto correlation associative memory using universal learning networks (ULNs). The main purpose of this paper is to realize associative memory by training the network. Although so many useful models have been devised, there are some problems related to associative memory, such as the limitation of storage capacity or too small attractors of stored memories. To solve these problems, we obtain memory network by training network parameters not by calculating them in the conventional methods. Furthermore, we introduce "don't care nodes" into the networks just to enlarge network size and give more flexibility. We could verify that this method improves the memory capacity by computer simulations.
UR - http://www.scopus.com/inward/record.url?scp=84965076795&partnerID=8YFLogxK
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U2 - 10.1109/ICONIP.2002.1202199
DO - 10.1109/ICONIP.2002.1202199
M3 - Conference contribution
AN - SCOPUS:84965076795
T3 - ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing: Computational Intelligence for the E-Age
SP - 388
EP - 392
BT - ICONIP 2002 - Proceedings of the 9th International Conference on Neural Information Processing
A2 - Rajapakse, Jagath C.
A2 - Yao, Xin
A2 - Wang, Lipo
A2 - Fukushima, Kunihiko
A2 - Lee, Soo-Young
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 9th International Conference on Neural Information Processing, ICONIP 2002
Y2 - 18 November 2002 through 22 November 2002
ER -