scholarly journals Global Minima of Overparameterized Neural Networks

2021 ◽  
Vol 3 (2) ◽  
pp. 676-691
Author(s):  
Yaim Cooper
Keyword(s):  
Neural Networks ◽  
Global Minima

Daily Discharge Prediction Using Artificial Neural Networks

2010 ◽  
Vol 29-32 ◽  
pp. 2799-2803
Author(s):  
Wei Guo Zhao ◽  
Li Ying Wang
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Training Data ◽  
Global Minima ◽  
Discharge Data ◽  
Forecasting System ◽  
Daily Discharge ◽  
Artificial Neural ◽  
Very High

A daily discharge prediction system is developed by the Artificial Neural Networks (ANN) using real daily discharge data, ANN have great generalization ability and guarantee global minima for given training data. In the paper, with 8 years long-term daily information, the ANN can construct a very high precision daily discharge forecasting system. The experiment shows that the predicted curve well regresses the observed curve. It can be concluded that this technique can be seen as a very promising option to solve nonlinear regression.

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