Random search for hyper-parameter optimization 论文

2012Journal of Machine Learning Research引用 612
Advanced Multi-Objective Optimization AlgorithmsMetaheuristic Optimization Algorithms ResearchHeat Transfer and Optimization

摘要

Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are more efficient for...