Table 17 Poor hyperparameter setting detection rate for each method (gender classification CNN)
From: Effective hyperparameter optimization using Nelder-Mead method in deep learning
Method | Detection rate |
|---|---|
Random search | 0.506177 (±0.015931) |
Bayesian optimization | 0.445244 (±0.005658) |
Coordinate-search method | 0.274671 (±0.198506) |
CMA-ES | 0.360734 (±0.091648) |
Nelder-Mead method | 0.051413 (±0.006113) |