Heuristic Hyperparameter Optimization for Convolutional Neural Networks using Genetic Algorithm.
Meng ZhouPublished in: CoRR (2021)
Keyphrases
- genetic algorithm
- convolutional neural networks
- optimization method
- real coded
- combinatorial optimization
- genetic algorithm to solve
- squeaky wheel
- simulated annealing
- global optimization
- optimization algorithm
- tabu search
- optimization problems
- job shop scheduling problem
- parameter optimization
- penalty function
- multi objective
- evolutionary strategy
- multidimensional knapsack problem
- dynamic programming
- immune genetic algorithm
- search algorithm
- multi population
- evolutionary algorithm
- convolutional network
- evolution strategy
- global search
- parallel genetic algorithm
- search space
- random search
- artificial neural networks
- solution quality
- metaheuristic
- scheduling problem
- mutation operator
- image registration
- gaussian process
- optimization process
- hybrid algorithm
- closed form
- differential evolution
- fitness function
- genetic programming
- optimal solution