项目作者: alexandru-dinu

项目描述 :
Cascade-Correlation Neural Network.
高级语言: Python
项目地址: git://github.com/alexandru-dinu/cascor.git
创建时间: 2019-02-04T01:56:45Z
项目社区:https://github.com/alexandru-dinu/cascor

开源协议:MIT License

下载


Cascor

Code style: black

Algorithm

  1. start with simple FC (784 + 1 x 10) network
  2. repeat
  3. train until no improvement can be made
  4. save the state of weights up to this point
  5. generate a set of hidden units candidates (current: 1)
  6. for each candidate c
  7. maximize the correlation between c's input weights and network error
  8. insert the hidden unit with the maximum correlation
  9. freeze its input weights
  10. add a column of size (1, 10) to the output weights matrix
  11. until no significant improvement

Notes