[ { "selected_features": [ 6, 9, 10, 16, 14, 12, 13, 8, 15, 5, 11, 4, 7, 18, 17 ], "num_features": 15, "metrics": { "nb": { "f1": 0.7635333333333332, "auc": 0.9233307156020445 }, "svm": { "f1": 0.7988000000000001, "auc": 0.9325793477864597 }, "rf": { "f1": 0.7800933333333333, "auc": 0.9222583517995379 } }, "time": 29.83793306350708, "algorithm": "JMIM" }, { "selected_features": [ 6, 9, 10, 5, 14, 13, 8, 12, 15, 16, 11, 4, 7, 17, 3 ], "num_features": 15, "metrics": { "nb": { "f1": 0.7625866666666666, "auc": 0.9241304592736382 }, "svm": { "f1": 0.8009866666666666, "auc": 0.9332884156760273 }, "rf": { "f1": 0.7845466666666667, "auc": 0.923271131368285 } }, "time": 8.064061164855957, "algorithm": "CFR" }, { "selected_features": [ 6, 25, 22, 26, 29, 36, 39, 35, 28, 31, 27, 23, 37, 21, 30 ], "num_features": 15, "metrics": { "nb": { "f1": 0.5633466666666667, "auc": 0.7408205822808953 }, "svm": { "f1": 0.5674266666666666, "auc": 0.7377706524582895 }, "rf": { "f1": 0.5421600000000001, "auc": 0.7271244002612218 } }, "time": 12.278924226760864, "algorithm": "DCSF" }, { "selected_features": [ 6, 14, 5, 9, 29, 39, 31, 23, 27, 28, 33, 36, 25, 35, 22 ], "num_features": 15, "metrics": { "nb": { "f1": 0.7036666666666667, "auc": 0.8631543579532172 }, "svm": { "f1": 0.7296133333333332, "auc": 0.8894676161767011 }, "rf": { "f1": 0.70776, "auc": 0.8761294222116304 } }, "time": 9.183784246444702, "algorithm": "IWFS" }, { "selected_features": [ 6, 9, 31, 39, 23, 27, 28, 29, 33, 36, 20, 35, 22, 25, 0 ], "num_features": 15, "metrics": { "nb": { "f1": 0.67628, "auc": 0.8566477925629319 }, "svm": { "f1": 0.6818933333333332, "auc": 0.8609748484290338 }, "rf": { "f1": 0.6667466666666667, "auc": 0.8494535822802284 } }, "time": 10.132760763168335, "algorithm": "MRI" }, { "selected_features": [ 6, 26, 37, 22, 25, 36, 30, 29, 21, 35, 32, 0, 24, 38, 28 ], "num_features": 15, "metrics": { "nb": { "f1": 0.5630266666666667, "auc": 0.7398066954457843 }, "svm": { "f1": 0.5679333333333333, "auc": 0.7401273783888129 }, "rf": { "f1": 0.5437333333333334, "auc": 0.7308291475265188 } }, "time": 8.501197814941406, "algorithm": "MRMD" }, { "selected_features": [ 6, 26, 25, 22, 37, 32, 21, 38, 34, 0, 20, 30, 36, 39, 29 ], "num_features": 15, "metrics": { "nb": { "f1": 0.5626933333333334, "auc": 0.7390766265969386 }, "svm": { "f1": 0.5661466666666667, "auc": 0.7378147908439789 }, "rf": { "f1": 0.5399066666666666, "auc": 0.7257480455333741 } }, "time": 14.312170267105103, "algorithm": "UCRFS" } ]