CONVERGENCE TIME AND FINITE SIZE EFFECTS IN NEURAL NETWORKS

被引：25

作者：

KOHRING, GA

机构：

来源：

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 1990年 / 23卷 / 11期

关键词：

D O I：

10.1088/0305-4470/23/11/047

中图分类号：

O4 [物理学];

学科分类号：

0702 ;

摘要：

The time needed for convergence to a stable state starting from an initial state having macroscopic overlap with a stored state is studied numerically for networks up to N=105 neurons. Although such systems are much larger than those traditionally used in studying neural networks, they are still too small to extract reliable information about the asymptotic behaviour of the convergence time.

引用

页码：2237 / 2241

页数：5

共 50 条

[21] Finite-size effects for spiking neural networks with spatially dependent coupling
Qiu, Si-Wei
Chow, Carson C.
PHYSICAL REVIEW E, 2018, 98 (06)
[22] Finite-size effects in on-line learning of multilayer neural networks
Barber, D
Saad, D
Sollich, P
EUROPHYSICS LETTERS, 1996, 34 (02): : 151 - 156
[23] Global exponential stability and global convergence in finite time of delayed neural networks with infinite gain
Forti, M
Nistri, P
Papini, D
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (06): : 1449 - 1463
[24] Neural Sliding Mode Control with Finite Time Convergence
Yu, Wen
Li, Xiaoou
IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 516 - +
[25] Convergence of discrete-time cellular neural networks
Ma, RN
Zhang, Q
Xu, J
CHINESE JOURNAL OF ELECTRONICS, 2002, 11 (03): : 352 - 356
[26] Convergence analysis of continuous-time neural networks
Kang, Min-Jae
Kim, Ho-Chan
Khan, Farrukh A.
Song, Wang-Cheol
Zurada, Jacek M.
ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 1, 2006, 3971 : 100 - 108
[27] Finite Time Stability for Neural Networks with Supremum
Dobreva, Antonia
SEVENTH INTERNATIONAL CONFERENCE ON NEW TRENDS IN THE APPLICATIONS OF DIFFERENTIAL EQUATIONS IN SCIENCES (NTADES 2020), 2021, 2321
[28] Finite time stabilization of delayed neural networks
Wang, Leimin
Shen, Yi
Ding, Zhixia
NEURAL NETWORKS, 2015, 70 : 74 - 80
[29] Finite-Time Stability of Neural Networks with Impulse Effects and Time-Varying Delay
Tan, Jie
Li, Chuandong
NEURAL PROCESSING LETTERS, 2017, 46 (01) : 29 - 39
[30] Finite-Time Stability of Neural Networks with Impulse Effects and Time-Varying Delay
Jie Tan
Chuandong Li
Neural Processing Letters, 2017, 46 : 29 - 39

← 1 2 3 4 5 →