OpenML
Supervised Classification on banknote-authentication

Supervised Classification on banknote-authentication

Task 145834 Supervised Classification banknote-authentication 43620 runs submitted
0 likes downloaded by 0 people , 0 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

43620 Runs

Fetching data
Note: Chart is limited to the 100 best flows, and the 100 best runs for each flow.
Fetching data
Search runs in more detail
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9971, f_measure: 0.9774, kappa: 0.9543, kb_relative_information_score: 1131.5056, mean_absolute_error: 0.1014, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9775, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.2053, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1682, root_relative_squared_error: 0.3385, scimark_benchmark: 1869.8223, usercpu_time_millis: 0.323, usercpu_time_millis_testing: 0.039, usercpu_time_millis_training: 0.284,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9646, f_measure: 0.8771, kappa: 0.7519, kb_relative_information_score: 835.134, mean_absolute_error: 0.213, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8784, predictive_accuracy: 0.8768, prior_entropy: 0.9912, recall: 0.8768, relative_absolute_error: 0.4312, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2859, root_relative_squared_error: 0.5753, scimark_benchmark: 1869.2942, usercpu_time_millis: 1.055, usercpu_time_millis_testing: 0.123, usercpu_time_millis_training: 0.932,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1310.1361, mean_absolute_error: 0.0265, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0536, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0829, root_relative_squared_error: 0.1668, scimark_benchmark: 1915.4132, usercpu_time_millis: 2.899, usercpu_time_millis_testing: 0.148, usercpu_time_millis_training: 2.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1229.0434, mean_absolute_error: 0.0621, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.1257, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1205, root_relative_squared_error: 0.2424, scimark_benchmark: 1867.725, usercpu_time_millis: 2.442, usercpu_time_millis_testing: 0.192, usercpu_time_millis_training: 2.25,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1204.4662, mean_absolute_error: 0.0723, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9854, predictive_accuracy: 0.9854, prior_entropy: 0.9912, recall: 0.9854, relative_absolute_error: 0.1464, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1321, root_relative_squared_error: 0.2658, scimark_benchmark: 1827.4306, usercpu_time_millis: 3.545, usercpu_time_millis_testing: 0.328, usercpu_time_millis_training: 3.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1253.5556, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.1041, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1088, root_relative_squared_error: 0.2189, scimark_benchmark: 1863.4543, usercpu_time_millis: 3.441, usercpu_time_millis_testing: 0.341, usercpu_time_millis_training: 3.1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.918, kappa: 0.8335, kb_relative_information_score: 962.6524, mean_absolute_error: 0.1635, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9197, predictive_accuracy: 0.9184, prior_entropy: 0.9912, recall: 0.9184, relative_absolute_error: 0.331, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2525, root_relative_squared_error: 0.5082, scimark_benchmark: 1873.5991, usercpu_time_millis: 3.103, usercpu_time_millis_testing: 0.296, usercpu_time_millis_training: 2.807,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1298.4237, mean_absolute_error: 0.032, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0647, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0856, root_relative_squared_error: 0.1723, scimark_benchmark: 1708.8028, usercpu_time_millis: 4.878, usercpu_time_millis_testing: 0.319, usercpu_time_millis_training: 4.559,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1191.1453, mean_absolute_error: 0.08, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9899, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.162, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1273, root_relative_squared_error: 0.2562, scimark_benchmark: 1863.8246, usercpu_time_millis: 3.444, usercpu_time_millis_testing: 0.372, usercpu_time_millis_training: 3.072,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9592, kappa: 0.9172, kb_relative_information_score: 1145.5518, mean_absolute_error: 0.0916, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9592, predictive_accuracy: 0.9592, prior_entropy: 0.9912, recall: 0.9592, relative_absolute_error: 0.1855, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1792, root_relative_squared_error: 0.3607, scimark_benchmark: 1173.6914, usercpu_time_millis: 2.06, usercpu_time_millis_testing: 0.123, usercpu_time_millis_training: 1.937,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9643, kappa: 0.9278, kb_relative_information_score: 1122.9173, mean_absolute_error: 0.1023, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9644, predictive_accuracy: 0.9643, prior_entropy: 0.9912, recall: 0.9643, relative_absolute_error: 0.2071, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1829, root_relative_squared_error: 0.3681, scimark_benchmark: 1294.0211, usercpu_time_millis: 3.841, usercpu_time_millis_testing: 0.283, usercpu_time_millis_training: 3.558,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1293.1663, mean_absolute_error: 0.0343, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0695, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0877, root_relative_squared_error: 0.1764, scimark_benchmark: 1855.0231, usercpu_time_millis: 4.804, usercpu_time_millis_testing: 0.34, usercpu_time_millis_training: 4.464,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1210.8336, mean_absolute_error: 0.0716, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9906, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.145, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.118, root_relative_squared_error: 0.2375, scimark_benchmark: 1869.7524, usercpu_time_millis: 5.78, usercpu_time_millis_testing: 0.544, usercpu_time_millis_training: 5.236,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9942, kappa: 0.9882, kb_relative_information_score: 1284.9899, mean_absolute_error: 0.0388, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9942, predictive_accuracy: 0.9942, prior_entropy: 0.9912, recall: 0.9942, relative_absolute_error: 0.0786, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0846, root_relative_squared_error: 0.1702, scimark_benchmark: 1176.682, usercpu_time_millis: 1.487, usercpu_time_millis_testing: 0.12, usercpu_time_millis_training: 1.367,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1288.4664, mean_absolute_error: 0.0349, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0707, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1047, root_relative_squared_error: 0.2107, scimark_benchmark: 1826.7726, usercpu_time_millis: 8.453, usercpu_time_millis_testing: 0.489, usercpu_time_millis_training: 7.964,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9949, kappa: 0.9897, kb_relative_information_score: 1337.5979, mean_absolute_error: 0.0141, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9949, predictive_accuracy: 0.9949, prior_entropy: 0.9912, recall: 0.9949, relative_absolute_error: 0.0285, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0715, root_relative_squared_error: 0.1439, scimark_benchmark: 1865.4816, usercpu_time_millis: 1.188, usercpu_time_millis_testing: 0.187, usercpu_time_millis_training: 1.001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.3966, kb_relative_information_score: -0.0526, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1870.2804, usercpu_time_millis: 1.536, usercpu_time_millis_testing: 0.297, usercpu_time_millis_training: 1.239,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8851, f_measure: 0.8524, kappa: 0.7026, kb_relative_information_score: 731.6754, mean_absolute_error: 0.2513, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8546, predictive_accuracy: 0.852, prior_entropy: 0.9912, recall: 0.852, relative_absolute_error: 0.5088, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3459, root_relative_squared_error: 0.6961, scimark_benchmark: 1873.5991, usercpu_time_millis: 2.178, usercpu_time_millis_testing: 0.229, usercpu_time_millis_training: 1.949,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9832, kappa: 0.9661, kb_relative_information_score: 1228.8613, mean_absolute_error: 0.0606, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9832, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.1227, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1286, root_relative_squared_error: 0.2588, scimark_benchmark: 1873.5991, usercpu_time_millis: 2.358, usercpu_time_millis_testing: 0.191, usercpu_time_millis_training: 2.167,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.0379, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1771.5226, usercpu_time_millis: 1.297, usercpu_time_millis_testing: 0.223, usercpu_time_millis_training: 1.074,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.1082, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1847.1461, usercpu_time_millis: 0.805, usercpu_time_millis_testing: 0.119, usercpu_time_millis_training: 0.686,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5007, f_measure: 0.3966, kb_relative_information_score: 0.4398, mean_absolute_error: 0.4937, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9997, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1831.3509, usercpu_time_millis: 0.412, usercpu_time_millis_testing: 0.254, usercpu_time_millis_training: 0.158,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1252.6785, mean_absolute_error: 0.0519, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1051, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1084, root_relative_squared_error: 0.2181, scimark_benchmark: 1861.9945, usercpu_time_millis: 5.793, usercpu_time_millis_testing: 0.532, usercpu_time_millis_training: 5.261,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9951, f_measure: 0.9664, kappa: 0.932, kb_relative_information_score: 1171.9781, mean_absolute_error: 0.0817, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9665, predictive_accuracy: 0.9665, prior_entropy: 0.9912, recall: 0.9665, relative_absolute_error: 0.1654, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1672, root_relative_squared_error: 0.3365, scimark_benchmark: 1812.5998, usercpu_time_millis: 5.233, usercpu_time_millis_testing: 0.364, usercpu_time_millis_training: 4.869,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9559, f_measure: 0.8625, kappa: 0.7226, kb_relative_information_score: 754.6236, mean_absolute_error: 0.2446, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8638, predictive_accuracy: 0.8622, prior_entropy: 0.9912, recall: 0.8622, relative_absolute_error: 0.4952, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3124, root_relative_squared_error: 0.6286, scimark_benchmark: 1699.0888, usercpu_time_millis: 2.354, usercpu_time_millis_testing: 0.275, usercpu_time_millis_training: 2.079,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1332.2612, mean_absolute_error: 0.015, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0304, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0966, root_relative_squared_error: 0.1943, scimark_benchmark: 1846.3771, usercpu_time_millis: 12.405, usercpu_time_millis_testing: 0.48, usercpu_time_millis_training: 11.925,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9687, kappa: 0.9367, kb_relative_information_score: 1094.3519, mean_absolute_error: 0.1159, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9689, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.2346, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1868, root_relative_squared_error: 0.3758, scimark_benchmark: 1847.8724, usercpu_time_millis: 3.709, usercpu_time_millis_testing: 0.298, usercpu_time_millis_training: 3.411,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: 0.0258, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1861.8546, usercpu_time_millis: 0.294, usercpu_time_millis_testing: 0.152, usercpu_time_millis_training: 0.142,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9874, f_measure: 0.9275, kappa: 0.8528, kb_relative_information_score: 837.5503, mean_absolute_error: 0.2196, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9292, predictive_accuracy: 0.9278, prior_entropy: 0.9912, recall: 0.9278, relative_absolute_error: 0.4447, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.265, root_relative_squared_error: 0.5333, scimark_benchmark: 1870.7868, usercpu_time_millis: 3.289, usercpu_time_millis_testing: 0.371, usercpu_time_millis_training: 2.918,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1219.3875, mean_absolute_error: 0.0663, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1342, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1247, root_relative_squared_error: 0.2509, scimark_benchmark: 1853.8404, usercpu_time_millis: 2.787, usercpu_time_millis_testing: 0.195, usercpu_time_millis_training: 2.592,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9781, kappa: 0.9557, kb_relative_information_score: 1199.9142, mean_absolute_error: 0.0722, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9781, predictive_accuracy: 0.9781, prior_entropy: 0.9912, recall: 0.9781, relative_absolute_error: 0.1462, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1439, root_relative_squared_error: 0.2896, scimark_benchmark: 1873.5991, usercpu_time_millis: 3.961, usercpu_time_millis_testing: 0.416, usercpu_time_millis_training: 3.545,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.0334, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1758.108, usercpu_time_millis: 1.687, usercpu_time_millis_testing: 0.265, usercpu_time_millis_training: 1.422,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9955, f_measure: 0.9694, kappa: 0.9381, kb_relative_information_score: 1103.043, mean_absolute_error: 0.1127, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9696, predictive_accuracy: 0.9694, prior_entropy: 0.9912, recall: 0.9694, relative_absolute_error: 0.2283, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1807, root_relative_squared_error: 0.3636, scimark_benchmark: 1869.8223, usercpu_time_millis: 4.096, usercpu_time_millis_testing: 0.405, usercpu_time_millis_training: 3.691,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.9701, kappa: 0.9396, kb_relative_information_score: 1113.6919, mean_absolute_error: 0.1086, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9704, predictive_accuracy: 0.9701, prior_entropy: 0.9912, recall: 0.9701, relative_absolute_error: 0.2199, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.176, root_relative_squared_error: 0.3541, scimark_benchmark: 1865.0235, usercpu_time_millis: 1.473, usercpu_time_millis_testing: 0.138, usercpu_time_millis_training: 1.335,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9949, kappa: 0.9897, kb_relative_information_score: 1335.8944, mean_absolute_error: 0.0148, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9949, predictive_accuracy: 0.9949, prior_entropy: 0.9912, recall: 0.9949, relative_absolute_error: 0.03, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0741, root_relative_squared_error: 0.1492, scimark_benchmark: 1728.5144, usercpu_time_millis: 4.674, usercpu_time_millis_testing: 0.409, usercpu_time_millis_training: 4.265,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1311.456, mean_absolute_error: 0.0262, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0531, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0775, root_relative_squared_error: 0.156, scimark_benchmark: 1048.4101, usercpu_time_millis: 10.17, usercpu_time_millis_testing: 0.767, usercpu_time_millis_training: 9.403,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1287.9523, mean_absolute_error: 0.0351, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0711, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1041, root_relative_squared_error: 0.2095, scimark_benchmark: 1865.6227, usercpu_time_millis: 6.585, usercpu_time_millis_testing: 0.411, usercpu_time_millis_training: 6.174,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1326.4605, mean_absolute_error: 0.0191, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0386, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0763, root_relative_squared_error: 0.1536, scimark_benchmark: 1860.5298, usercpu_time_millis: 3.733, usercpu_time_millis_testing: 0.219, usercpu_time_millis_training: 3.514,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9767, kappa: 0.9528, kb_relative_information_score: 1218.1058, mean_absolute_error: 0.0636, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9767, predictive_accuracy: 0.9767, prior_entropy: 0.9912, recall: 0.9767, relative_absolute_error: 0.1288, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1438, root_relative_squared_error: 0.2894, scimark_benchmark: 1047.5325, usercpu_time_millis: 2.891, usercpu_time_millis_testing: 0.205, usercpu_time_millis_training: 2.686,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.976, kappa: 0.9514, kb_relative_information_score: 1140.5084, mean_absolute_error: 0.098, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9761, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.1985, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1635, root_relative_squared_error: 0.329, scimark_benchmark: 1862.0186, usercpu_time_millis: 5.221, usercpu_time_millis_testing: 0.533, usercpu_time_millis_training: 4.688,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1207.287, mean_absolute_error: 0.0725, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1468, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1233, root_relative_squared_error: 0.2481, scimark_benchmark: 1779.2887, usercpu_time_millis: 8.334, usercpu_time_millis_testing: 0.652, usercpu_time_millis_training: 7.682,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9949, kappa: 0.9897, kb_relative_information_score: 1334.4611, mean_absolute_error: 0.0155, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9949, predictive_accuracy: 0.9949, prior_entropy: 0.9912, recall: 0.9949, relative_absolute_error: 0.0313, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0753, root_relative_squared_error: 0.1515, scimark_benchmark: 1097.7624, usercpu_time_millis: 8.759, usercpu_time_millis_testing: 0.468, usercpu_time_millis_training: 8.291,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.9687, kappa: 0.9365, kb_relative_information_score: 1176.2207, mean_absolute_error: 0.0801, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9687, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.1622, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1642, root_relative_squared_error: 0.3304, scimark_benchmark: 1873.5991, usercpu_time_millis: 0.817, usercpu_time_millis_testing: 0.048, usercpu_time_millis_training: 0.769,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.3966, kb_relative_information_score: -0.0636, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1869.2942, usercpu_time_millis: 0.888, usercpu_time_millis_testing: 0.137, usercpu_time_millis_training: 0.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.3966, kb_relative_information_score: -0.0651, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1868.7112, usercpu_time_millis: 1.26, usercpu_time_millis_testing: 0.213, usercpu_time_millis_training: 1.047,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1284.9532, mean_absolute_error: 0.0363, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0735, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1071, root_relative_squared_error: 0.2155, scimark_benchmark: 1746.5648, usercpu_time_millis: 1.156, usercpu_time_millis_testing: 0.08, usercpu_time_millis_training: 1.076,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1319.7683, mean_absolute_error: 0.0222, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.045, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0761, root_relative_squared_error: 0.1531, scimark_benchmark: 1864.1101, usercpu_time_millis: 0.521, usercpu_time_millis_testing: 0.04, usercpu_time_millis_training: 0.481,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9903, f_measure: 0.9504, kappa: 0.8995, kb_relative_information_score: 1075.9779, mean_absolute_error: 0.1201, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9505, predictive_accuracy: 0.9504, prior_entropy: 0.9912, recall: 0.9504, relative_absolute_error: 0.2432, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2062, root_relative_squared_error: 0.415, scimark_benchmark: 1869.2942, usercpu_time_millis: 3.642, usercpu_time_millis_testing: 0.3, usercpu_time_millis_training: 3.342,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9653, f_measure: 0.8806, kappa: 0.7588, kb_relative_information_score: 745.0217, mean_absolute_error: 0.2515, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8812, predictive_accuracy: 0.8805, prior_entropy: 0.9912, recall: 0.8805, relative_absolute_error: 0.5093, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3005, root_relative_squared_error: 0.6046, scimark_benchmark: 1869.7524, usercpu_time_millis: 1.69, usercpu_time_millis_testing: 0.188, usercpu_time_millis_training: 1.502,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1292.9668, mean_absolute_error: 0.0344, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0696, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0882, root_relative_squared_error: 0.1775, scimark_benchmark: 1864.5074, usercpu_time_millis: 2.882, usercpu_time_millis_testing: 0.206, usercpu_time_millis_training: 2.676,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9628, kappa: 0.9248, kb_relative_information_score: 965.1361, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9629, predictive_accuracy: 0.9628, prior_entropy: 0.9912, recall: 0.9628, relative_absolute_error: 0.3462, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2215, root_relative_squared_error: 0.4458, scimark_benchmark: 1866.2865, usercpu_time_millis: 2.352, usercpu_time_millis_testing: 0.222, usercpu_time_millis_training: 2.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9408, kappa: 0.88, kb_relative_information_score: 1063.3438, mean_absolute_error: 0.1247, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9412, predictive_accuracy: 0.941, prior_entropy: 0.9912, recall: 0.941, relative_absolute_error: 0.2524, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2133, root_relative_squared_error: 0.4292, scimark_benchmark: 1868.1832, usercpu_time_millis: 0.493, usercpu_time_millis_testing: 0.041, usercpu_time_millis_training: 0.452,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.3966, kb_relative_information_score: -0.014, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1770.2991, usercpu_time_millis: 0.785, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 0.668,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1330.9273, mean_absolute_error: 0.0171, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0345, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0744, root_relative_squared_error: 0.1497, scimark_benchmark: 1878.5524, usercpu_time_millis: 1.494, usercpu_time_millis_testing: 0.067, usercpu_time_millis_training: 1.427,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9909, f_measure: 0.9482, kappa: 0.895, kb_relative_information_score: 1085.2665, mean_absolute_error: 0.1163, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9483, predictive_accuracy: 0.9483, prior_entropy: 0.9912, recall: 0.9483, relative_absolute_error: 0.2355, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2034, root_relative_squared_error: 0.4093, scimark_benchmark: 1860.4615, usercpu_time_millis: 4.007, usercpu_time_millis_testing: 0.223, usercpu_time_millis_training: 3.784,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1304.9203, mean_absolute_error: 0.0291, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.059, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.081, root_relative_squared_error: 0.1629, scimark_benchmark: 1864.7294, usercpu_time_millis: 3.13, usercpu_time_millis_testing: 0.21, usercpu_time_millis_training: 2.92,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1303.6485, mean_absolute_error: 0.0297, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0602, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0812, root_relative_squared_error: 0.1634, scimark_benchmark: 1840.662, usercpu_time_millis: 4.073, usercpu_time_millis_testing: 0.324, usercpu_time_millis_training: 3.749,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9767, kappa: 0.9529, kb_relative_information_score: 1082.6955, mean_absolute_error: 0.1247, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9769, predictive_accuracy: 0.9767, prior_entropy: 0.9912, recall: 0.9767, relative_absolute_error: 0.2525, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.174, root_relative_squared_error: 0.3502, scimark_benchmark: 1840.662, usercpu_time_millis: 4.754, usercpu_time_millis_testing: 0.594, usercpu_time_millis_training: 4.16,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1308.7183, mean_absolute_error: 0.0262, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0531, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0948, root_relative_squared_error: 0.1909, scimark_benchmark: 1735.639, usercpu_time_millis: 2.378, usercpu_time_millis_testing: 0.115, usercpu_time_millis_training: 2.263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9874, f_measure: 0.9253, kappa: 0.8483, kb_relative_information_score: 962.9726, mean_absolute_error: 0.1666, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9272, predictive_accuracy: 0.9257, prior_entropy: 0.9912, recall: 0.9257, relative_absolute_error: 0.3373, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2393, root_relative_squared_error: 0.4816, scimark_benchmark: 1790.6009, usercpu_time_millis: 5.297, usercpu_time_millis_testing: 0.512, usercpu_time_millis_training: 4.785,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9818, kappa: 0.9631, kb_relative_information_score: 1195.2593, mean_absolute_error: 0.0757, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9819, predictive_accuracy: 0.9818, prior_entropy: 0.9912, recall: 0.9818, relative_absolute_error: 0.1534, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1375, root_relative_squared_error: 0.2768, scimark_benchmark: 1733.4679, usercpu_time_millis: 4.073, usercpu_time_millis_testing: 0.498, usercpu_time_millis_training: 3.575,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.958, f_measure: 0.8923, kappa: 0.7812, kb_relative_information_score: 467.6671, mean_absolute_error: 0.3543, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8994, predictive_accuracy: 0.8936, prior_entropy: 0.9912, recall: 0.8936, relative_absolute_error: 0.7173, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3729, root_relative_squared_error: 0.7504, scimark_benchmark: 1833.8204, usercpu_time_millis: 0.731, usercpu_time_millis_testing: 0.083, usercpu_time_millis_training: 0.648,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.95, f_measure: 0.8826, kappa: 0.762, kb_relative_information_score: 554.4694, mean_absolute_error: 0.3233, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8825, predictive_accuracy: 0.8827, prior_entropy: 0.9912, recall: 0.8827, relative_absolute_error: 0.6547, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3509, root_relative_squared_error: 0.7061, scimark_benchmark: 1836.6598, usercpu_time_millis: 1.983, usercpu_time_millis_testing: 0.27, usercpu_time_millis_training: 1.713,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1285.8146, mean_absolute_error: 0.0358, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0725, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1077, root_relative_squared_error: 0.2166, scimark_benchmark: 1865.5486, usercpu_time_millis: 5.995, usercpu_time_millis_testing: 0.28, usercpu_time_millis_training: 5.715,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1319.7725, mean_absolute_error: 0.0214, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0433, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0894, root_relative_squared_error: 0.18, scimark_benchmark: 1861.2508, usercpu_time_millis: 6.502, usercpu_time_millis_testing: 0.326, usercpu_time_millis_training: 6.176,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1236.3628, mean_absolute_error: 0.0605, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.1226, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1059, root_relative_squared_error: 0.213, scimark_benchmark: 1867.3397, usercpu_time_millis: 4.191, usercpu_time_millis_testing: 0.302, usercpu_time_millis_training: 3.889,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9811, kappa: 0.9617, kb_relative_information_score: 1110.1254, mean_absolute_error: 0.1137, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9812, predictive_accuracy: 0.9811, prior_entropy: 0.9912, recall: 0.9811, relative_absolute_error: 0.2302, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1625, root_relative_squared_error: 0.3269, scimark_benchmark: 1854.8662, usercpu_time_millis: 4.99, usercpu_time_millis_testing: 0.563, usercpu_time_millis_training: 4.427,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9959, f_measure: 0.9723, kappa: 0.9441, kb_relative_information_score: 1115.7993, mean_absolute_error: 0.1077, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9726, predictive_accuracy: 0.9723, prior_entropy: 0.9912, recall: 0.9723, relative_absolute_error: 0.2181, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.3535, scimark_benchmark: 1735.5563, usercpu_time_millis: 1.601, usercpu_time_millis_testing: 0.154, usercpu_time_millis_training: 1.447,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9156, kappa: 0.8286, kb_relative_information_score: 779.5152, mean_absolute_error: 0.2413, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9186, predictive_accuracy: 0.9162, prior_entropy: 0.9912, recall: 0.9162, relative_absolute_error: 0.4885, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2849, root_relative_squared_error: 0.5733, scimark_benchmark: 1698.6191, usercpu_time_millis: 3.395, usercpu_time_millis_testing: 0.375, usercpu_time_millis_training: 3.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1329.0634, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0367, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.071, root_relative_squared_error: 0.1428, scimark_benchmark: 1852.1552, usercpu_time_millis: 9.749, usercpu_time_millis_testing: 0.808, usercpu_time_millis_training: 8.941,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1181.4609, mean_absolute_error: 0.0836, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.1693, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.2699, scimark_benchmark: 1739.5339, usercpu_time_millis: 8.193, usercpu_time_millis_testing: 0.783, usercpu_time_millis_training: 7.41,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9832, f_measure: 0.935, kappa: 0.8681, kb_relative_information_score: 1020.2351, mean_absolute_error: 0.1412, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9355, predictive_accuracy: 0.9351, prior_entropy: 0.9912, recall: 0.9351, relative_absolute_error: 0.2859, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2322, root_relative_squared_error: 0.4673, scimark_benchmark: 1779.979, usercpu_time_millis: 0.379, usercpu_time_millis_testing: 0.046, usercpu_time_millis_training: 0.333,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0771, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1789.9214, usercpu_time_millis: 0.562, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.457,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9678, f_measure: 0.8945, kappa: 0.7858, kb_relative_information_score: 624.1203, mean_absolute_error: 0.2989, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9013, predictive_accuracy: 0.8958, prior_entropy: 0.9912, recall: 0.8958, relative_absolute_error: 0.6053, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3299, root_relative_squared_error: 0.6639, scimark_benchmark: 1724.1585, usercpu_time_millis: 1.269, usercpu_time_millis_testing: 0.157, usercpu_time_millis_training: 1.112,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: 0.118, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1789.9524, usercpu_time_millis: 0.413, usercpu_time_millis_testing: 0.076, usercpu_time_millis_training: 0.337,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8897, f_measure: 0.8517, kappa: 0.7011, kb_relative_information_score: 733.1356, mean_absolute_error: 0.2503, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8538, predictive_accuracy: 0.8513, prior_entropy: 0.9912, recall: 0.8513, relative_absolute_error: 0.5069, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3436, root_relative_squared_error: 0.6914, scimark_benchmark: 1798.5722, usercpu_time_millis: 1.692, usercpu_time_millis_testing: 0.211, usercpu_time_millis_training: 1.481,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9665, kappa: 0.9322, kb_relative_information_score: 1105.6366, mean_absolute_error: 0.1106, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9666, predictive_accuracy: 0.9665, prior_entropy: 0.9912, recall: 0.9665, relative_absolute_error: 0.2239, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1864, root_relative_squared_error: 0.375, scimark_benchmark: 1782.3395, usercpu_time_millis: 2.364, usercpu_time_millis_testing: 0.151, usercpu_time_millis_training: 2.213,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1323.4908, mean_absolute_error: 0.0204, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0414, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0778, root_relative_squared_error: 0.1566, scimark_benchmark: 1784.9009, usercpu_time_millis: 2.407, usercpu_time_millis_testing: 0.138, usercpu_time_millis_training: 2.269,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1205.5007, mean_absolute_error: 0.072, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1314, root_relative_squared_error: 0.2645, scimark_benchmark: 1795.4051, usercpu_time_millis: 4.081, usercpu_time_millis_testing: 0.413, usercpu_time_millis_training: 3.668,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9728, f_measure: 0.9196, kappa: 0.837, kb_relative_information_score: 1007.2164, mean_absolute_error: 0.1423, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9201, predictive_accuracy: 0.9198, prior_entropy: 0.9912, recall: 0.9198, relative_absolute_error: 0.2882, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2534, root_relative_squared_error: 0.51, scimark_benchmark: 1784.9009, usercpu_time_millis: 4.334, usercpu_time_millis_testing: 0.304, usercpu_time_millis_training: 4.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1308.7215, mean_absolute_error: 0.0275, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0556, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.079, root_relative_squared_error: 0.1589, scimark_benchmark: 1787.6653, usercpu_time_millis: 4.925, usercpu_time_millis_testing: 0.349, usercpu_time_millis_training: 4.576,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9911, f_measure: 0.9453, kappa: 0.889, kb_relative_information_score: 1116.6967, mean_absolute_error: 0.1019, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9454, predictive_accuracy: 0.9453, prior_entropy: 0.9912, recall: 0.9453, relative_absolute_error: 0.2063, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1959, root_relative_squared_error: 0.3941, scimark_benchmark: 1870.2737, usercpu_time_millis: 9.103, usercpu_time_millis_testing: 0.585, usercpu_time_millis_training: 8.518,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1322.1507, mean_absolute_error: 0.021, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0426, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.078, root_relative_squared_error: 0.1571, scimark_benchmark: 1790.7543, usercpu_time_millis: 10.085, usercpu_time_millis_testing: 0.642, usercpu_time_millis_training: 9.443,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9636, kappa: 0.9263, kb_relative_information_score: 1053.348, mean_absolute_error: 0.1324, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9636, predictive_accuracy: 0.9636, prior_entropy: 0.9912, recall: 0.9636, relative_absolute_error: 0.268, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2041, root_relative_squared_error: 0.4108, scimark_benchmark: 1760.0137, usercpu_time_millis: 2.303, usercpu_time_millis_testing: 0.21, usercpu_time_millis_training: 2.093,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9137, f_measure: 0.851, kappa: 0.6996, kb_relative_information_score: 741.577, mean_absolute_error: 0.2468, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.853, predictive_accuracy: 0.8506, prior_entropy: 0.9912, recall: 0.8506, relative_absolute_error: 0.4997, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3393, root_relative_squared_error: 0.6828, scimark_benchmark: 1764.8709, usercpu_time_millis: 1.089, usercpu_time_millis_testing: 0.127, usercpu_time_millis_training: 0.962,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1265.1046, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9906, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0946, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1011, root_relative_squared_error: 0.2035, scimark_benchmark: 1854.3038, usercpu_time_millis: 2.68, usercpu_time_millis_testing: 0.215, usercpu_time_millis_training: 2.465,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9739, f_measure: 0.9174, kappa: 0.8325, kb_relative_information_score: 1006.9315, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9179, predictive_accuracy: 0.9176, prior_entropy: 0.9912, recall: 0.9176, relative_absolute_error: 0.2896, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2505, root_relative_squared_error: 0.5041, scimark_benchmark: 1772.3548, usercpu_time_millis: 2.995, usercpu_time_millis_testing: 0.268, usercpu_time_millis_training: 2.727,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1296.1151, mean_absolute_error: 0.0317, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0641, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0997, root_relative_squared_error: 0.2006, scimark_benchmark: 1857.9581, usercpu_time_millis: 4.351, usercpu_time_millis_testing: 0.283, usercpu_time_millis_training: 4.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1272.8247, mean_absolute_error: 0.0413, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9883, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0835, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1139, root_relative_squared_error: 0.2293, scimark_benchmark: 1870.2724, usercpu_time_millis: 2.408, usercpu_time_millis_testing: 0.15, usercpu_time_millis_training: 2.258,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1289.8011, mean_absolute_error: 0.0366, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.074, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0822, root_relative_squared_error: 0.1655, scimark_benchmark: 1854.7631, usercpu_time_millis: 5.704, usercpu_time_millis_testing: 0.476, usercpu_time_millis_training: 5.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1299.0868, mean_absolute_error: 0.0304, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0615, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0987, root_relative_squared_error: 0.1985, scimark_benchmark: 1830.7774, usercpu_time_millis: 2.166, usercpu_time_millis_testing: 0.123, usercpu_time_millis_training: 2.043,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9946, f_measure: 0.9658, kappa: 0.9307, kb_relative_information_score: 1122.8947, mean_absolute_error: 0.1025, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9658, predictive_accuracy: 0.9657, prior_entropy: 0.9912, recall: 0.9657, relative_absolute_error: 0.2076, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1821, root_relative_squared_error: 0.3664, scimark_benchmark: 1780.7542, usercpu_time_millis: 1.931, usercpu_time_millis_testing: 0.165, usercpu_time_millis_training: 1.766,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1334.1537, mean_absolute_error: 0.0141, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0285, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0985, root_relative_squared_error: 0.1983, scimark_benchmark: 1778.3643, usercpu_time_millis: 11.699, usercpu_time_millis_testing: 0.465, usercpu_time_millis_training: 11.234,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1288.3894, mean_absolute_error: 0.0354, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0717, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0993, root_relative_squared_error: 0.1999, scimark_benchmark: 1839.113, usercpu_time_millis: 0.241, usercpu_time_millis_testing: 0.028, usercpu_time_millis_training: 0.213,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1198.5652, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.1548, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1258, root_relative_squared_error: 0.2531, scimark_benchmark: 1780.3053, usercpu_time_millis: 0.474, usercpu_time_millis_testing: 0.064, usercpu_time_millis_training: 0.41,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9683, f_measure: 0.8976, kappa: 0.792, kb_relative_information_score: 643.5973, mean_absolute_error: 0.292, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9037, predictive_accuracy: 0.8987, prior_entropy: 0.9912, recall: 0.8987, relative_absolute_error: 0.5912, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.324, root_relative_squared_error: 0.6519, scimark_benchmark: 1869.3254, usercpu_time_millis: 0.608, usercpu_time_millis_testing: 0.074, usercpu_time_millis_training: 0.534,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9904, f_measure: 0.943, kappa: 0.8845, kb_relative_information_score: 933.915, mean_absolute_error: 0.1822, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9434, predictive_accuracy: 0.9431, prior_entropy: 0.9912, recall: 0.9431, relative_absolute_error: 0.3689, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2351, root_relative_squared_error: 0.4732, scimark_benchmark: 1859.6174, usercpu_time_millis: 1.323, usercpu_time_millis_testing: 0.125, usercpu_time_millis_training: 1.198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9717, f_measure: 0.9129, kappa: 0.8231, kb_relative_information_score: 922.0777, mean_absolute_error: 0.1799, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9143, predictive_accuracy: 0.9133, prior_entropy: 0.9912, recall: 0.9133, relative_absolute_error: 0.3643, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2634, root_relative_squared_error: 0.5301, scimark_benchmark: 1858.359, usercpu_time_millis: 4.286, usercpu_time_millis_testing: 0.38, usercpu_time_millis_training: 3.906,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9404, f_measure: 0.8618, kappa: 0.7211, kb_relative_information_score: 660.7416, mean_absolute_error: 0.2819, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.863, predictive_accuracy: 0.8615, prior_entropy: 0.9912, recall: 0.8615, relative_absolute_error: 0.5708, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3326, root_relative_squared_error: 0.6694, scimark_benchmark: 1861.309, usercpu_time_millis: 2.412, usercpu_time_millis_testing: 0.29, usercpu_time_millis_training: 2.122,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0754, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1828.0482, usercpu_time_millis: 0.176, usercpu_time_millis_testing: 0.031, usercpu_time_millis_training: 0.145,

Metric:

Timeline

Plotting contribution timeline

Leaderboard

Rank Name Top Score Entries Highest rank

Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

Challenge

In supervised classification, you are given an input dataset in which instances are labeled with a certain class. The goal is to build a model that predicts the class for future unlabeled instances. The model is evaluated using a train-test procedure, e.g. cross-validation.

To make results by different users comparable, you are given the exact train-test folds to be used, and you need to return at least the predictions generated by your model for each of the test instances. OpenML will use these predictions to calculate a range of evaluation measures on the server.

You can also upload your own evaluation measures, provided that the code for doing so is available from the implementation used. For extremely large datasets, it may be infeasible to upload all predictions. In those cases, you need to compute and provide the evaluations yourself.

Optionally, you can upload the model trained on all the input data. There is no restriction on the file format, but please use a well-known format or PMML.

Given inputs

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
model A file containing the model built on all the input data. File (optional)
predictions The desired output format Predictions (optional)

How to submit runs

Using your favorite machine learning environment

Download this task directly in your environment and automatically upload your results

OpenML bootcamp

From your own software

Use one of our APIs to download data from OpenML and upload your results

OpenML APIs