[ { "selected_features": [ 7, 0, 8, 12, 15, 21, 25, 29, 2, 4, 5, 11, 13, 16, 17 ], "num_features": 15, "metrics": { "nb": { "f1": 0.914118336262449, "auc": 0.9743952927082781 }, "svm": { "f1": 0.9041593438781489, "auc": 0.9592507443228865 }, "rf": { "f1": 0.9330990041007615, "auc": 0.9788392086394305 } }, "time": 3.3751213550567627, "algorithm": "JMIM" }, { "selected_features": [ 7, 18, 6, 0, 1, 2, 12, 4, 5, 8, 9, 10, 11, 13, 14 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9104862331575863, "auc": 0.9708309109807445 }, "svm": { "f1": 0.9006444053895724, "auc": 0.9526593027147967 }, "rf": { "f1": 0.9261862917398945, "auc": 0.9753378080792067 } }, "time": 0.8123750686645508, "algorithm": "CFR" }, { "selected_features": [ 7, 24, 8, 4, 0, 20, 1, 18, 9, 28, 27, 17, 21, 11, 22 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9287639132981839, "auc": 0.9748665503937425 }, "svm": { "f1": 0.9158758055067369, "auc": 0.9677884361291685 }, "rf": { "f1": 0.9404803749267722, "auc": 0.9751770519528566 } }, "time": 1.3419904708862305, "algorithm": "DCSF" }, { "selected_features": [ 7, 6, 20, 24, 8, 4, 18, 9, 1, 28, 17, 21, 11, 0, 29 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9274751025190393, "auc": 0.9737897045610696 }, "svm": { "f1": 0.9168131224370238, "auc": 0.9695629195074257 }, "rf": { "f1": 0.943526654950205, "auc": 0.9798341349118262 } }, "time": 1.1033227443695068, "algorithm": "IWFS" }, { "selected_features": [ 7, 0, 24, 8, 4, 18, 1, 9, 28, 17, 21, 11, 29, 22, 20 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9234915055653193, "auc": 0.9762512552190689 }, "svm": { "f1": 0.895840656121851, "auc": 0.9518220495745469 }, "rf": { "f1": 0.9386057410661978, "auc": 0.9779755298345753 } }, "time": 1.009852647781372, "algorithm": "MRI" }, { "selected_features": [ 7, 20, 24, 0, 8, 27, 1, 4, 17, 2, 22, 28, 9, 18, 16 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9359109548916226, "auc": 0.9844299984144603 }, "svm": { "f1": 0.9170474516695957, "auc": 0.9693334566531014 }, "rf": { "f1": 0.9430579964850616, "auc": 0.9801838345401054 } }, "time": 0.9091165065765381, "algorithm": "MRMD" }, { "selected_features": [ 7, 20, 24, 0, 8, 27, 1, 4, 17, 2, 22, 28, 9, 18, 16 ], "num_features": 15, "metrics": { "nb": { "f1": 0.9359109548916226, "auc": 0.9844299984144603 }, "svm": { "f1": 0.9170474516695957, "auc": 0.9693334566531014 }, "rf": { "f1": 0.9430579964850616, "auc": 0.9801838345401054 } }, "time": 1.6847598552703857, "algorithm": "UCRFS" } ]