TY - GEN
T1 - Performance of dummy augmentation encoding
AU - Leung, C. S.
PY - 1993
Y1 - 1993
N2 - Given the number of additional neurons, we have estimated a lower bound of memory capacity of bidirectional associative memory (BAM) with dummy augmentation encoding (DAE). The lower bound is min(LA(1+rca)2/4 log LA, LB(1+rdb)2/4 log LB), where (LA, LB) are the original dimensions of the library pairs (Ak, Bk), and the numbers of additional neurons are denoted as rcaLA and rdbLB (rca and rdb are positive constants.). The extension of our result on Hopfield network with DAE is also discussed. Finally, on the basis of the lower bound, we have evaluated the efficiency of DAE.
AB - Given the number of additional neurons, we have estimated a lower bound of memory capacity of bidirectional associative memory (BAM) with dummy augmentation encoding (DAE). The lower bound is min(LA(1+rca)2/4 log LA, LB(1+rdb)2/4 log LB), where (LA, LB) are the original dimensions of the library pairs (Ak, Bk), and the numbers of additional neurons are denoted as rcaLA and rdbLB (rca and rdb are positive constants.). The extension of our result on Hopfield network with DAE is also discussed. Finally, on the basis of the lower bound, we have evaluated the efficiency of DAE.
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UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-0027841727&origin=recordpage
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 0780314212
SN - 9780780314214
VL - 3
SP - 2674
EP - 2677
BT - Proceedings of the International Joint Conference on Neural Networks
PB - IEEE
T2 - Proceedings of 1993 International Joint Conference on Neural Networks. Part 1 (of 3)
Y2 - 25 October 1993 through 29 October 1993
ER -