Penalty function approach to recurrent neural network dynamics

1997 ◽  
Vol 56 (1) ◽  
pp. 1266-1269
Author(s):  
Edoardo Milotti
Keyword(s):  
Neural Network ◽  
Recurrent Neural Network ◽  
Penalty Function ◽  
Network Dynamics ◽  
Function Approach ◽  
Neural Network Dynamics ◽  
Penalty Function Approach

A Penalty-Function Approach for Pruning Feedforward Neural Networks

1997 ◽  
Vol 9 (1) ◽  
pp. 185-204 ◽  
Author(s):  
Rudy Setiono
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Penalty Function ◽  
Feedforward Neural Networks ◽  
Feedforward Neural Network ◽  
Function Approach ◽  
Penalty Function Approach

This article proposes the use of a penalty function for pruning feedforward neural network by weight elimination. The penalty function proposed consists of two terms. The first term is to discourage the use of unnecessary connections, and the second term is to prevent the weights of the connections from taking excessively large values. Simple criteria for eliminating weights from the network are also given. The effectiveness of this penalty function is tested on three well-known problems: the contiguity problem, the parity problems, and the monks problems. The resulting pruned networks obtained for many of these problems have fewer connections than previously reported in the literature.

Weather prediction by recurrent neural network dynamics

2014 ◽  
Vol 2 (2/3) ◽  
pp. 166 ◽  
Author(s):  
Saroj Kr. Biswas ◽  
Nidul Sinha ◽  
Biswajit Purkayastha ◽  
Leniency Marbaniang
Keyword(s):  
Neural Network ◽  
Recurrent Neural Network ◽  
Weather Prediction ◽  
Network Dynamics ◽  
Neural Network Dynamics

scholarly journals Multiplex visibility graphs to investigate recurrent neural network dynamics

2017 ◽  
Vol 7 (1) ◽  
Author(s):  
Filippo Maria Bianchi ◽  
Lorenzo Livi ◽  
Cesare Alippi ◽  
Robert Jenssen
Keyword(s):  
Neural Network ◽  
Recurrent Neural Network ◽  
Network Dynamics ◽  
Visibility Graphs ◽  
Neural Network Dynamics

scholarly journals Transient neural network dynamics in cognitive ageing

2021 ◽  
Author(s):  
Roni Tibon ◽  
Kamen A. Tsvetanov ◽  
Darren Price ◽  
David Nesbitt ◽  
Cam CAN ◽  
...  
Keyword(s):  
Neural Network ◽  
Network Dynamics ◽  
Cognitive Ageing ◽  
Neural Network Dynamics

scholarly journals Neural network dynamics underlying gamma synchronization deficits in schizophrenia

2021 ◽  
Vol 107 ◽  
pp. 110224
Author(s):  
Daisuke Koshiyama ◽  
Makoto Miyakoshi ◽  
Yash B. Joshi ◽  
Juan L. Molina ◽  
Kumiko Tanaka-Koshiyama ◽  
...  
Keyword(s):  
Neural Network ◽  
Network Dynamics ◽  
Neural Network Dynamics
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