Performance of dummy augmentation encoding

C. S. Leung

Performance of dummy augmentation encoding

C. S. Leung

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

2 Citations (Scopus)

Abstract

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(L_A(1+r_ca)²/4 log L_A, L_B(1+r_db)²/4 log L_B), where (L_A, L_B) are the original dimensions of the library pairs (A_k, B_k), and the numbers of additional neurons are denoted as r_caL_A and r_dbL_B (r_ca and r_db 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.

Original language	English
Title of host publication	Proceedings of the International Joint Conference on Neural Networks
Publisher	IEEE
Pages	2674-2677
Volume	3
ISBN (Print)	0780314212, 9780780314214
Publication status	Published - 1993
Externally published	Yes
Event	Proceedings of 1993 International Joint Conference on Neural Networks. Part 1 (of 3) - Nagoya, Japan Duration: 25 Oct 1993 → 29 Oct 1993 https://ewh.ieee.org/conf/ijcnn/1993/ijcnn-1993Oct.pdf

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Name
Volume	3

Conference

Conference	Proceedings of 1993 International Joint Conference on Neural Networks. Part 1 (of 3)
Place	Japan
City	Nagoya
Period	25/10/93 → 29/10/93
Internet address	https://ewh.ieee.org/conf/ijcnn/1993/ijcnn-1993Oct.pdf

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@inproceedings{e68384a41f97434ab1257fcbf940186c,

title = "Performance of dummy augmentation encoding",

abstract = "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.",

author = "Leung, \{C. S.\}",

year = "1993",

language = "English",

isbn = "0780314212",

volume = "3",

publisher = "IEEE",

pages = "2674--2677",

booktitle = "Proceedings of the International Joint Conference on Neural Networks",

address = "United States",

note = "Proceedings of 1993 International Joint Conference on Neural Networks. Part 1 (of 3) ; Conference date: 25-10-1993 Through 29-10-1993",

url = "https://ewh.ieee.org/conf/ijcnn/1993/ijcnn-1993Oct.pdf",

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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.

UR - https://www.scopus.com/pages/publications/0027841727

UR - https://www.scopus.com/pages/publications/0027841727#tab=impact

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 -

Performance of dummy augmentation encoding

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