Neural Dynamics and Computational Architecture

This research area examines the dynamics of neural networks and their architectural designs. It explores how both aspects interact to influence computational capabilities and performance.

neural dynamics
computational architecture
collective properties
self-organizing networks
parallel processing

2,962 papers

Parent topic: Neural Network Architectures and Techniques

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Papers Over Time

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Top Papers

Neurons With Graded Response Have Collective Computational Properties Like Those Of Two-State Neurons.

1984 · 5,346 citations

Cellular Neural Networks: Applications

1988 · 1,913 citations

A Massively Parallel Architecture For A Self-Organizing Neural Pattern Recognition Machine

1987 · 1,865 citations

Analyzing Neural Time Series Data

2014 · 1,595 citations

Toward A Modern Theory Of Adaptive Networks: Expectation And Prediction.

1981 · 1,006 citations

Neural Networks For Nonlinear Programming

1988 · 954 citations

High-order Neural Network Structures For Identification Of Dynamical Systems

1995 · 644 citations

Parallel Neural Networks For Learning Sequential Procedures

1999 · 560 citations

A Hypercube-Based Encoding For Evolving Large-Scale Neural Networks

2009 · 515 citations

Stochastic Neural Computation. I. Computational Elements

2001 · 449 citations

Distributed Learning Of Deep Neural Network Over Multiple Agents

2018 · 412 citations

A Bayesian Regularized Artificial Neural Network For Stock Market Forecasting

2013 · 381 citations

An Improved Quantum-Inspired Differential Evolution Algorithm For Deep Belief Network

2020 · 370 citations

Weighted Evolving Networks

2001 · 360 citations

Probabilistic Neural Networks For Classification, Mapping, Or Associative Memory

1988 · 358 citations

A Neural Network Approach To Complete Coverage Path Planning

2004 · 352 citations

Control Of Nonlinear Dynamical Systems Using Neural Networks. II. Observability, Identification, And Control

1996 · 342 citations

Training Feedforward Neural Networks Using Hybrid Particle Swarm Optimization And Gravitational Search Algorithm

2012 · 338 citations

A Theory Of Nonlinear Networks. I

1964 · 320 citations

Combining The Results Of Several Neural Network Classifiers

1994 · 290 citations