Multistability and associative memory of neural networks with Morita-like activation functions

DOI10.1016/j.neunet.2021.04.035OpenAlexW3159546681MaRDI QIDQ6079065

Shiping Wen, Yuanchu Shen, Song Zhu, Xiaoyang Liu

Publication date: 28 September 2023

Published in: Neural Networks (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.neunet.2021.04.035

zbMATH Keywords

neural networksassociative memorymultistabilityMorita-like functions

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) Image processing (compression, reconstruction, etc.) in information and communication theory (94A08)

Related Items (4)

Robust exponential stability of discrete-time uncertain impulsive stochastic neural networks with delayed impulses ⋮ Multistability analysis of delayed recurrent neural networks with a class of piecewise nonlinear activation functions ⋮ Further results on fixed/preassigned-time projective lag synchronization control of hybrid inertial neural networks with time delays ⋮ \( \mu \)-stability and instability of multiple equilibrium points in delayed neural networks with general discontinuous activation functions

Cites Work

• Exponential input-to-state stability of stochastic Cohen-Grossberg neural networks with mixed delays
• Exponential and almost sure exponential stability of stochastic fuzzy delayed Cohen-Grossberg neural networks
• Generalized norm for existence, uniqueness and stability of Hopfield neural networks with discrete and distributed delays
• An improved Lyapunov functional with application to stability of Cohen-Grossberg neural networks of neutral-type with multiple delays
• Multistability and instability analysis of recurrent neural networks with time-varying delays
• Multistability of complex-valued neural networks with discontinuous activation functions
• The capacity of the Hopfield associative memory
• Neural networks and physical systems with emergent collective computational abilities.
• Correlation Matrix Memories

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