Corpus ID: 15832562

CONSTRUCTIVE NEURAL NETWORKS: A REVIEW

@inproceedings{Sharma2010CONSTRUCTIVENN,
  title={CONSTRUCTIVE NEURAL NETWORKS: A REVIEW},
  author={S. Sharma and Pravin Chandra},
  year={2010}
}
In conventional neural networks, we have to define the architecture prior to training but in constructive neural networks the network architecture is constructed during the training process. In this paper, we review constructive neural network algorithms that constructing feedforward architecture for regression problems. Cascade-Correlation algorithm (CCA) is a well-known and widely used constructive algorithm. Cascade 2 algorithm is a variant of CCA that is found to be more suitable for… Expand
A novel constructive algorithm for CANet
Mathematical modeling of hidden layer architecture in artificial neural networks
An empirical comparison of cascade and flat variants of incremental node creation algorithm
A Novel Pruning Algorithm for Smoothing Feedforward Neural Networks Based on Group Lasso Method
...
1
2
3
4
...

References

SHOWING 1-10 OF 52 REFERENCES
An Adaptive Slope Sigmoidal Function Cascading Neural Networks Algorithm
  • S. Sharma, Pravin Chandra
  • Mathematics, Computer Science
  • 2010 3rd International Conference on Emerging Trends in Engineering and Technology
  • 2010
Evaluation of constructive neural networks with cascaded architectures
Objective functions for training new hidden units in constructive neural networks
An Adaptive Slope Basic Dynamic Node Creation Algorithm for Single Hidden Layer Neural Networks
  • S. Sharma, Pravin Chandra
  • Computer Science
  • 2010 International Conference on Computational Intelligence and Communication Networks
  • 2010
Constructive algorithms for structure learning in feedforward neural networks for regression problems
A new algorithm to design compact two-hidden-layer artificial neural networks
Use of a quasi-Newton method in a feedforward neural network construction algorithm
A new strategy for adaptively constructing multilayer feedforward neural networks
Fast Constructive-Covering Algorithm for neural networks and its implement in classification
  • Di Wang
  • Computer Science
  • Appl. Soft Comput.
  • 2008
...
1
2
3
4
5
...