Theoretical Foundations of Feedforward Networks

This area delves into the theoretical underpinnings of feedforward neural networks, addressing their capabilities as approximators and assessing their robustness and training methodologies.

feedforward networks
theory
universal approximators
training algorithms
robustness

14,633 papers

Parent topic: Neural Network Architectures and Techniques

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Papers Over Time

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Top Papers

Multilayer Feedforward Networks Are Universal Approximators

1989 · 15,474 citations

Training Feedforward Networks With The Marquardt Algorithm

1994 · 5,692 citations

Towards Evaluating The Robustness Of Neural Networks

2017 · 4,246 citations

Approximation Capabilities Of Multilayer Feedforward Networks

1991 · 4,136 citations

Cellular Neural Networks: Theory

1988 · 3,862 citations

Overcoming Catastrophic Forgetting In Neural Networks

2017 · 3,619 citations

Neural Network Ensembles

1990 · 3,029 citations

Real-Time Computing Without Stable States: A New Framework For Neural Computation Based On Perturbations

2002 · 2,849 citations

Orthogonal Least Squares Learning Algorithm For Radial Basis Function Networks

1991 · 2,659 citations

Artificial Neural Networks: Fundamentals, Computing, Design, And Application.

2000 · 2,405 citations

Neural Networks And The Bias/Variance Dilemma

1992 · 2,368 citations

A Survey Of Deep Neural Network Architectures And Their Applications

2017 · 2,365 citations

Artificial Neural Networks: A Tutorial

1996 · 2,275 citations

Reservoir Computing Approaches To Recurrent Neural Network Training

2009 · 2,026 citations

Evolving Artificial Neural Networks

1999 · 1,853 citations

Neural Networks For The Prediction And Forecasting Of Water Resources Variables: A Review Of Modelling Issues And Applications

2000 · 1,720 citations

Neural Networks

1996 · 1,717 citations

A Fast And Accurate Online Sequential Learning Algorithm For Feedforward Networks

2006 · 1,646 citations

30 Years Of Adaptive Neural Networks: Perceptron, Madaline, And Backpropagation

1990 · 1,619 citations

Fuzzy ARTMAP: A Neural Network Architecture For Incremental Supervised Learning Of Analog Multidimensional Maps

1992 · 1,468 citations