COMPUTABILITY WITH LOW-DIMENSIONAL DYNAMICAL-SYSTEMS

被引:81
作者
KOIRAN, P [1 ]
COSNARD, M [1 ]
GARZON, M [1 ]
机构
[1] MEMPHIS STATE UNIV,DEPT MATH SCI,MEMPHIS,TN 38152
关键词
D O I
10.1016/0304-3975(94)90229-1
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
It has been known for a short time that a class of recurrent neural networks has universal computational abilities. These networks can be viewed as iterated piecewise-linear maps in a high-dimensional space. In this paper, we show that similar systems in dimension two are also capable of universal computations. On the contrary, it is necessary to resort to more complex systems (e.g., iterated piecewise-monotone maps) in order to retain this capability in dimension one.
引用
收藏
页码:113 / 128
页数:16
相关论文
共 17 条
[1]   ON A THEORY OF COMPUTATION AND COMPLEXITY OVER THE REAL NUMBERS - NP-COMPLETENESS, RECURSIVE FUNCTIONS AND UNIVERSAL MACHINES [J].
BLUM, L ;
SHUB, M ;
SMALE, S .
BULLETIN OF THE AMERICAN MATHEMATICAL SOCIETY, 1989, 21 (01) :1-46
[2]  
BOTHELHO F, 1991, COMPLEX SYSTEMS, V5, P401
[3]  
GARZON M, 1989, 3RD P INT JOINT C NE, V1, P631
[4]  
GARZON M, 1993, P HOUCH WORKSH COOP, P191
[5]  
Hopcroft J.E., 1979, INTRO AUTOMATA THEOR
[6]  
Koiran P., 1993, THESIS ECOLE NORMALE
[7]  
Minsky Marvin L., 1967, COMPUTATION FINITE I
[8]   GENERALIZED SHIFTS - UNPREDICTABILITY AND UNDECIDABILITY IN DYNAMIC-SYSTEMS [J].
MOORE, C .
NONLINEARITY, 1991, 4 (02) :199-230
[9]   UNPREDICTABILITY AND UNDECIDABILITY IN DYNAMIC-SYSTEMS [J].
MOORE, C .
PHYSICAL REVIEW LETTERS, 1990, 64 (20) :2354-2357
[10]  
PRESTON C, 1988, LECTURE NOTES MATH, V1347