An effective algorithm for hyperparameter optimization of neural networks.
Gonzalo I. DiazAchille FokoueGiacomo NanniciniHorst SamulowitzPublished in: CoRR (2017)
Keyphrases
- neural network
- optimization algorithm
- preprocessing
- learning algorithm
- search space
- times faster
- k means
- experimental evaluation
- cost function
- computational complexity
- constrained optimization
- pattern recognition
- dynamic programming
- optimal solution
- computational cost
- computationally efficient
- optimization problems
- optimization strategies
- global optimization
- convergence rate
- high accuracy
- np hard
- significant improvement
- genetic algorithm
- segmentation algorithm
- worst case
- search algorithm
- improved algorithm
- objective function