| { |
| "paradigm": "single_instance", |
| "winner": "LR", |
| "best_params": { |
| "C": 0.01, |
| "solver": "lbfgs" |
| }, |
| "features": "LEX+SEM+TOPIC+META(termasuk version)", |
| "test_all": { |
| "P": 0.6212389380530974, |
| "R": 0.9985775248933144, |
| "F1": 0.7659574468085106, |
| "Acc": 0.884054054054054 |
| }, |
| "importance_group": [ |
| { |
| "fitur": "META", |
| "importance_F1": 0.4669, |
| "std": 0.011 |
| }, |
| { |
| "fitur": "SEM", |
| "importance_F1": 0.0304, |
| "std": 0.0031 |
| }, |
| { |
| "fitur": "LEX", |
| "importance_F1": 0.0293, |
| "std": 0.0048 |
| }, |
| { |
| "fitur": "TOPIC", |
| "importance_F1": 0.0099, |
| "std": 0.0024 |
| } |
| ], |
| "importance_meta": [ |
| { |
| "fitur": "version_freq", |
| "importance_F1": 0.4406, |
| "std": 0.0066 |
| }, |
| { |
| "fitur": "prio_freq", |
| "importance_F1": 0.014, |
| "std": 0.0019 |
| }, |
| { |
| "fitur": "desc_len", |
| "importance_F1": 0.0012, |
| "std": 0.0009 |
| }, |
| { |
| "fitur": "title_len", |
| "importance_F1": 0.0009, |
| "std": 0.0013 |
| }, |
| { |
| "fitur": "comp_freq", |
| "importance_F1": -0.0011, |
| "std": 0.0021 |
| } |
| ], |
| "efficiency": { |
| "paradigm": "single_instance", |
| "complexity": "O(1)", |
| "ms_per_report": 139.7, |
| "K_two_stage": 50, |
| "N_corpus_ben": 7215 |
| }, |
| "split": { |
| "train": 11840, |
| "val": 2960, |
| "test": 3700 |
| } |
| } |