oivs_init.hpp File Reference
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Classes | |
| class | OivsInitialization< ActivationFunction > |
| This class is used to initialize the weight matrix with the oivs method. More... | |
Namespaces | |
| mlpack | |
Linear algebra utility functions, generally performed on matrices or vectors. | |
| mlpack::ann | |
Artificial Neural Network. | |
Detailed Description
Definition and implementation of the Optimal Initial Value Setting method (OIVS). This initialization rule is based on geometrical considerations as described by H. Shimodaira.
For more information, see the following paper.
@inproceedings{ShimodairaICTAI1994,
title={A weight value initialization method for improving learning
performance of the backpropagation algorithm in neural networks},
author={Shimodaira, H.},
booktitle={Tools with Artificial Intelligence, 1994. Proceedings.,
Sixth International Conference on},
year={1994}
}
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Definition in file oivs_init.hpp.