| LR |
‘solver’: ‘liblinear’,
‘penalty’:
‘l2’ |
66.38 |
68.31 |
| k-NN |
‘weights’: ‘distance’,
‘n_neighbors’:
13, ‘leaf_size’: 1, ‘algorithm’: ‘kd_tree’ |
59.48 |
63.93 |
| NB |
‘priors’: None |
65.09 |
66.33 |
| RF |
‘n_estimators’:
200, ‘min_samples_split’:
10, ‘min_samples_leaf’: 2, ‘max_features’:
‘sqrt’, ‘max_depth’: 20, ‘criterion’:
‘gini’, ‘bootstrap’: False |
71.98 |
72.22 |
| DT |
‘splitter’: ‘random’,
‘min_samples_split’:
10, ‘min_samples_leaf’: 10, ‘max_features’:
‘log2’, ‘max_depth’: 3, ‘criterion’:
‘entropy’ |
62.93 |
62.77 |
| QDA |
‘reg_param’: 0.1,
‘priors’: None |
65.95 |
66.67 |
| MLP classifier |
‘solver’:
‘sgd’, ‘max_iter’:
500, ‘learning_rate’: ‘adaptive’, ‘hidden_layer_sizes’:
(50,), ‘alpha’: 0.001, ‘activation’: ‘logistic’ |
58.19 |
62.77 |