Evolving high capacity associative memories with efficient wiring

被引：0

作者：

Adams, R ^{[1
]}

Calcraft, L ^{[1
]}

Davey, N ^{[1
]}

机构：

[1] Univ Hertfordshire, Sch Comp Sci, Hatfield AL10 9AB, Herts, England

来源：

Proceedings of the International Joint Conference on Neural Networks (IJCNN), Vols 1-5 | 2005年

关键词：

associative memory; neural network; genetic algorithm; small world network; connectivity;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We investigate sparse networks of threshold units, trained with the perceptron learning rule to act as associative memories. The units have position and are placed in a ring so that the wiring cost is a meaningful measure. A Genetic Algorithm is used to evolve networks that have efficient wiring, but also good functionality. It is shown that this is possible, and that the connection strategy used by the networks appears to maintain connectivity at all distances, but with the probability of a connection decreasing linearly with distance.

引用

页码：3168 / 3173

页数：6

共 50 条

[21] Sparse Binary Matrices as Efficient Associative Memories
Gripon, Vincent
Skachek, Vitaly
Rabbat, Michael
2014 52ND ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2014, : 499 - 504
[22] Information storage capacity of incompletely connected associative memories
Bosch, H
Kurfess, FJ
NEURAL NETWORKS, 1998, 11 (05) : 869 - 876
[23] On the limiting capacity of associative memories on the basis of neural networks
Shubnikov, EI
OPTICS AND SPECTROSCOPY, 1998, 85 (06) : 908 - 912
[24] SPARSELY CODED ASSOCIATIVE MEMORIES - CAPACITY AND DYNAMIC PROPERTIES
MEUNIER, C
YANAI, HF
AMARI, S
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 1991, 2 (04) : 469 - 487
[25] Exponential recurrent associative memories: Stability and relative capacity
Rajati, Mohammad Reza
Menhaj, Mohammad Bagher
Korjani, Mohammad Mehdi
Dehestani, Alireza
ICTAI-2006: EIGHTEENTH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2006, : 751 - +
[26] High performance associative memory models with low wiring costs
Calcraft, Lee
Adams, Rod
Davey, Neil
2006 3RD INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2006, : 601 - 605
[27] Efficient architectures for sparsely-connected high capacity associative memory models
Calcraft, Lee
Adams, Rod
Davey, Neil
CONNECTION SCIENCE, 2007, 19 (02) : 163 - 181
[28] ASSOCIATIVE MEMORIES
KRIGMAN, A
INSTRUMENTS & CONTROL SYSTEMS, 1972, 45 (03): : 35 - +
[29] Analysis and Design of Multivalued High-Capacity Associative Memories Based on Delayed Recurrent Neural Networks
Zhang, Jiahui
Zhu, Song
Bao, Gang
Liu, Xiaoyang
Wen, Shiping
IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (12) : 12989 - 13000
[30] Area-Efficient Near-Associative Memories on FPGAs
Dhawan, Udit
Dehon, Andre
ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS, 2015, 7 (04)

← 1 2 3 4 5 →