Two-step hyperparameter optimization method: Accelerating hyperparameter search by using a fraction of a training dataset.
Sungduk YuMike PritchardPo-Lun MaBalwinder SinghSam SilvaPublished in: CoRR (2023)
Keyphrases
- optimization method
- training dataset
- optimization algorithm
- optimization methods
- search algorithm
- nelder mead simplex
- optimization process
- gaussian processes
- genetic algorithm
- particle swarm
- differential evolution
- simulated annealing
- evolutionary algorithm
- global optimum
- model selection
- nonlinear optimization
- data samples
- training data
- optimization procedure
- computer vision
- metaheuristic
- training samples
- multi objective
- search space
- training set
- hill climbing
- global search
- particle swarm optimization pso
- text classification
- particle swarm optimization