STATE GENERATORS AND COMPLEX NEURAL MEMORIES

被引:5
作者
KAK, SC
机构
[1] Department of Electrical and Computer Engineering, Louisiana State University, Baton Rouge, 70803-5901, LA
来源
PRAMANA-JOURNAL OF PHYSICS | 1992年 / 38卷 / 03期
关键词
NEURAL NETWORKS; NONLINEAR SYSTEMS; ITERATED MAPS;
D O I
10.1007/BF02875373
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The mechanism of self-indexing for feedback neural networks that generates memories from short subsequences is generalized so that a single bit together with an appropriate update order suffices for each memory. This mechanism explains how stimulating an appropriate neuron can recall a memory. Although information is distributed in this model, yet our self-indexing mechanism makes it appear localized. Also a new complex valued neuron model is presented to generalize McCulloch-Pitts neurons.
引用
收藏
页码:271 / 278
页数:8
相关论文
共 12 条
[1]   INFORMATION-STORAGE IN NEURAL NETWORKS WITH LOW-LEVELS OF ACTIVITY [J].
AMIT, DJ ;
GUTFREUND, H ;
SOMPOLINSKY, H .
PHYSICAL REVIEW A, 1987, 35 (05) :2293-2303
[2]  
AMIT DJ, 1989, MODELLING BRAIN
[3]   RIGOROUS AND EXTENDED APPLICATION OF INFORMATION-THEORY TO AFFERENT VISUAL SYSTEM OF CAT .1. BASIC CONCEPTS [J].
ECKHORN, R ;
POPEL, B .
KYBERNETIK, 1974, 16 (04) :191-200
[4]   NEURAL NETWORKS AND PHYSICAL SYSTEMS WITH EMERGENT COLLECTIVE COMPUTATIONAL ABILITIES [J].
HOPFIELD, JJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-BIOLOGICAL SCIENCES, 1982, 79 (08) :2554-2558
[5]   SELF INDEXING OF NEURAL MEMORIES [J].
KAK, SC .
PHYSICS LETTERS A, 1990, 143 (6-7) :293-296
[6]  
KAK SC, 1990, S F MODERN PHYSICS
[7]  
Lashley Karl S., 1963, BRAIN MECHANISMS INT
[8]   DISCRETE-STATE PHASOR NEURAL NETWORKS [J].
NOEST, AJ .
PHYSICAL REVIEW A, 1988, 38 (04) :2196-2199
[9]   TEMPORAL ENCODING OF TWO-DIMENSIONAL PATTERNS BY SINGLE UNITS IN PRIMATE INFERIOR TEMPORAL CORTEX .3. INFORMATION THEORETIC ANALYSIS [J].
OPTICAN, LM ;
RICHMOND, BJ .
JOURNAL OF NEUROPHYSIOLOGY, 1987, 57 (01) :162-178
[10]  
PENFIELD P, 1959, SPEECHBRAIN MECHANIS