Table 15 Poor hyperparameter setting detection rate for each method (LeNet)
From: Effective hyperparameter optimization using Nelder-Mead method in deep learning
Method | Detection rate |
|---|---|
Random search | 0.144722 (±0.010690) |
Bayesian optimization | 0.066041 (±0.013354) |
Coordinate-search method | 0.080674 (±0.041299) |
CMA-ES | 0.111304 (±0.098500) |
Nelder-Mead method | 0.003151 (±0.003056) |