Performance of dummy augmentation encoding
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Detail(s)
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the International Joint Conference on Neural Networks |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. |
| Pages | 2674-2677 |
| Volume | 3 |
| ISBN (print) | 0780314212, 9780780314214 |
| Publication status | Published - 1993 |
| Externally published | Yes |
Publication series
| Name | |
|---|---|
| Volume | 3 |
Conference
| Title | Proceedings of 1993 International Joint Conference on Neural Networks. Part 1 (of 3) |
|---|---|
| City | Nagoya, Jpn |
| Period | 25 - 29 October 1993 |
Link(s)
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.
Citation Format(s)
Performance of dummy augmentation encoding. / Leung, C. S.
Proceedings of the International Joint Conference on Neural Networks. Vol. 3 Institute of Electrical and Electronics Engineers, Inc., 1993. p. 2674-2677.
Proceedings of the International Joint Conference on Neural Networks. Vol. 3 Institute of Electrical and Electronics Engineers, Inc., 1993. p. 2674-2677.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
