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<big>'''ANN - Artificial Neural Network for PHP 5.x'''</big> |
<big>'''ANN - Artificial Neural Network for PHP 5.x'''</big> |
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This project realizes a '''neural network topology called ''multilayer perceptron'' for PHP 5.x''' environments. The source code is based on a work by ''Eddy Young'' in 2002. Several improvements and changes on this implementation are done by ''Thomas Wien'' in 2007. You will find the PHP source in the section [[Download]]. Please, consider the [[Copyright]]. To get a short idea what is the benefit of neural networks have a look at page [[Neural Networks]]. |
This project realizes a '''neural network topology called ''[[multilayer perceptron]]'' for PHP 5.x''' environments. The source code is based on a work by ''Eddy Young'' in 2002. Several improvements and changes on this implementation are done by ''Thomas Wien'' in 2007. You will find the PHP source in the section [[Download]]. Please, consider the [[Copyright]]. To get a short idea what is the benefit of neural networks have a look at page [[Neural Networks]]. |
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== Overview == |
== Overview == |
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Revision as of 11:40, 13 January 2008
ANN - Artificial Neural Network for PHP 5.x
This project realizes a neural network topology called multilayer perceptron for PHP 5.x environments. The source code is based on a work by Eddy Young in 2002. Several improvements and changes on this implementation are done by Thomas Wien in 2007. You will find the PHP source in the section Download. Please, consider the Copyright. To get a short idea what is the benefit of neural networks have a look at page Neural Networks.
Overview
Versions and Change-Log
Version 1.0 by Eddy Young (2002)
- Initial version
Version 2.0.0 by Thomas Wien (2007-12-17)
- PHP 5.x support
- PHPDoc documentation
- Momentum support
- Avoiding network overfitting
- Linear / binary output
- ANN_InputValue + ANN_OutputValue classes
- Exceptions
- Threshold function
- Tangens hyperbolicus transfer function
- Several performance issues
- Avoiding array_keys() & srand() due to performance
- Changes in saving and loading network
- Printing network details to browser
- Fixing bug: initializing inputs to all hidden layers
- Fixing bug: training for first hidden layer was skipped
Version 2.0.1 by Thomas Wien (2008-01-06) Download
- Separation of classes to several files
- Version control by Subversion
- Performance issues
- Graphical output of neural network topology
- Logging of weights to csv file
Version 2.0.2 by Thomas Wien (Development)
Todo
- Examples
- ANN_InputArray + ANN_OutputArray
- Logging of network error changes for statistical usage
- Calculating total network error for csv logging
- Performance check depending on host system
- Wiki: More details to installation and use
- Wiki: Project specific logo ( Done! )
- PHPDoc: More details to documentation
