scholarly journals Stability properties of neural networks with non-instantaneous impulses

2019 ◽  
Vol 16 (3) ◽  
pp. 1210-1227
Author(s):  
Ravi Agarwal ◽  
◽  
Snezhana Hristova ◽  
Donal O’Regan ◽  
Radoslava Terzieva ◽  
...  
Keyword(s):  
Neural Networks ◽  
Stability Properties

scholarly journals On the stability properties of Gated Recurrent Units neural networks

2021 ◽  
Vol 157 ◽  
pp. 105049
Author(s):  
Fabio Bonassi ◽  
Marcello Farina ◽  
Riccardo Scattolini
Keyword(s):  
Neural Networks ◽  
Stability Properties ◽  
The Stability ◽  
Gated Recurrent Units

Global Stability Properties for Neutral-Type Hopfield Neural Networks

2012 ◽  
Vol 232 ◽  
pp. 682-685
Author(s):  
Dao He Hao ◽  
Liang Wu
Keyword(s):  
Neural Networks ◽  
Global Stability ◽  
Neutral Type ◽  
Hopfield Neural Networks ◽  
Linear Matrix ◽  
Time Varying ◽  
Matrix Inequality ◽  
Functional Stability ◽  
Stability Properties ◽  
Linear Matrix Inequality Approach

The global stability properties was discussed for the neutral-type Hopfield neural networks with discrete and distributed time-varying delays .Based on the Lyapunov functional stability analysis and the linear matrix inequality approach, a new sufficient condition was derived to assure the global stability properties of the equilibrium. The criterion improved and extended the results of literature, and has less conservative.

Comparison of convergence and stability properties for the state and output solutions of neural networks

2010 ◽  
Vol 39 (7) ◽  
pp. 751-774 ◽  
Author(s):  
Mauro Di Marco ◽  
Mauro Forti ◽  
Massimo Grazzini ◽  
Luca Pancioni ◽  
Amedeo Premoli
Keyword(s):  
Neural Networks ◽  
The State ◽  
Stability Properties ◽  
Convergence And Stability

scholarly journals Stability Properties of Graph Neural Networks

2020 ◽  
Vol 68 ◽  
pp. 5680-5695 ◽  
Author(s):  
Fernando Gama ◽  
Joan Bruna ◽  
Alejandro Ribeiro
Keyword(s):  
Neural Networks ◽  
Stability Properties ◽  
Graph Neural Networks
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