A novel companion objective function for regularization of deep convolutional neural networks.
Weichen SunFei SuPublished in: Image Vis. Comput. (2017)
Keyphrases
- convolutional neural networks
- objective function
- regularization term
- penalty term
- convolutional network
- square loss
- deterministic annealing
- cost function
- optimal solution
- linear programming
- regularization parameter
- optimization problems
- multi objective
- feasible solution
- greedy algorithm
- lower bound
- deep learning
- parameter selection
- constrained optimization
- weighted sum
- neural network
- prior information
- cross validation
- optimal kernel
- reconstruction error
- optimization procedure
- regularization framework
- regularization method
- model selection
- aggregating algorithm
- multiscale
- genetic algorithm
- machine learning