机器学习-GridSearchCV scoring 参数设置!
分类情况:
‘accuracy’ | metrics.accuracy_score |
---|---|
‘average_precision’ | metrics.average_precision_score |
‘f1’ | metrics.f1_score |
‘f1_micro’ | metrics.f1_score |
‘f1_macro’ | metrics.f1_score |
‘f1_weighted’ | metrics.f1_score |
‘f1_samples’ | metrics.f1_score |
‘neg_log_loss’ | metrics.log_loss |
‘precision’ etc. | metrics.precision_score |
‘recall’ etc. | metrics.recall_score |
‘roc_auc’ | metrics.roc_auc_score |
回归情况:
‘neg_mean_absolute_error’ | metrics.mean_absolute_error |
---|---|
‘neg_mean_squared_error’ | metrics.mean_squared_error |
‘neg_median_absolute_error’ | metrics.median_absolute_error |
‘r2’ | metrics.r2_score |