Global Search versus Local Search in Hyperparameter Optimization.
Yoshihiko OzakiShintaro TakenagaMasaki OnishiPublished in: CEC (2022)
Keyphrases
- global search
- global optimization
- convergence speed
- search algorithm
- particle swarm optimization algorithm
- simulated annealing
- particle swarm optimization
- genetic algorithm
- nonlinear optimization
- premature convergence
- exhaustive search
- evolution strategy
- search space
- global optima
- binary pso
- quantum behaved particle swarm optimization
- gaussian processes
- differential evolution
- greedy search
- global optimization problems
- pso algorithm
- metaheuristic
- hyperparameters
- step size
- swarm intelligence
- particle swarm optimization pso
- particle swarm optimisation
- optimization algorithm
- model selection
- multi objective