{ "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 } }