OpenML
Supervised Classification on banknote-authentication

Supervised Classification on banknote-authentication

Task 10093 Supervised Classification banknote-authentication 91909 runs submitted
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  • OpenML-CC18 OpenML100 study_107 study_123 study_14 study_50 study_7 study_98 study_99
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9497, kappa: 0.8982, kb_relative_information_score: 892.6593, mean_absolute_error: 0.2004, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9497, predictive_accuracy: 0.9497, prior_entropy: 0.9912, recall: 0.9497, relative_absolute_error: 0.4057, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2412, root_relative_squared_error: 0.4853, scimark_benchmark: 1872.0299, usercpu_time_millis: 3.365, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 3.357,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1318.607, mean_absolute_error: 0.0214, 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: 0.0432, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0896, root_relative_squared_error: 0.1804, scimark_benchmark: 1860.8554, usercpu_time_millis: 7.527, usercpu_time_millis_testing: 0.004, usercpu_time_millis_training: 7.523,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1321.8086, mean_absolute_error: 0.0198, 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: 0.0401, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0882, root_relative_squared_error: 0.1776, scimark_benchmark: 1871.9601, usercpu_time_millis: 2.368, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 2.362,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9782, kappa: 0.9558, kb_relative_information_score: 1204.1879, mean_absolute_error: 0.0709, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9784, predictive_accuracy: 0.9781, prior_entropy: 0.9912, recall: 0.9781, relative_absolute_error: 0.1435, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.137, root_relative_squared_error: 0.2756, scimark_benchmark: 1841.1653, usercpu_time_millis: 5.56, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 5.552,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.973, kappa: 0.9454, kb_relative_information_score: 1164.7425, mean_absolute_error: 0.087, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9731, predictive_accuracy: 0.973, prior_entropy: 0.9912, recall: 0.973, relative_absolute_error: 0.1762, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1557, root_relative_squared_error: 0.3133, scimark_benchmark: 1851.1701, usercpu_time_millis: 5.296, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 5.288,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9774, kappa: 0.9544, kb_relative_information_score: 1061.7842, mean_absolute_error: 0.1347, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9779, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.2727, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1771, root_relative_squared_error: 0.3564, scimark_benchmark: 1871.5019, usercpu_time_millis: 4.335, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 4.33,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9811, kappa: 0.9618, kb_relative_information_score: 1176.9994, mean_absolute_error: 0.085, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9816, predictive_accuracy: 0.9811, prior_entropy: 0.9912, recall: 0.9811, relative_absolute_error: 0.1722, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1377, root_relative_squared_error: 0.2772, scimark_benchmark: 1873.0711, usercpu_time_millis: 4.35, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 4.343,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9833, kappa: 0.9662, kb_relative_information_score: 1282.0286, mean_absolute_error: 0.037, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9836, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.075, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1065, root_relative_squared_error: 0.2143, scimark_benchmark: 1875.8384, usercpu_time_millis: 6.033, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 6.026,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1308.7383, 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: 0.0923, root_relative_squared_error: 0.1857, scimark_benchmark: 1733.5832, usercpu_time_millis: 16.136, usercpu_time_millis_testing: 0.085, usercpu_time_millis_training: 16.051,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9818, kappa: 0.9632, kb_relative_information_score: 1264.4813, mean_absolute_error: 0.0455, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9823, predictive_accuracy: 0.9818, prior_entropy: 0.9912, recall: 0.9818, relative_absolute_error: 0.0921, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1105, root_relative_squared_error: 0.2224, scimark_benchmark: 1869.9448, usercpu_time_millis: 4.133, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 4.127,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9665, f_measure: 0.8935, kappa: 0.7837, kb_relative_information_score: 420.4346, mean_absolute_error: 0.3732, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8969, predictive_accuracy: 0.8943, prior_entropy: 0.9912, recall: 0.8943, relative_absolute_error: 0.7556, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3826, root_relative_squared_error: 0.77, scimark_benchmark: 1734.3827, usercpu_time_millis: 16.439, usercpu_time_millis_testing: 0.135, usercpu_time_millis_training: 16.304,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.976, kappa: 0.9514, kb_relative_information_score: 1199.2981, mean_absolute_error: 0.0726, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9762, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.1471, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1408, root_relative_squared_error: 0.2834, scimark_benchmark: 1872.0299, usercpu_time_millis: 6.975, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 6.969,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9504, f_measure: 0.8569, kappa: 0.7096, kb_relative_information_score: 370.6663, mean_absolute_error: 0.3865, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8678, predictive_accuracy: 0.8593, prior_entropy: 0.9912, recall: 0.8593, relative_absolute_error: 0.7827, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3987, root_relative_squared_error: 0.8024, scimark_benchmark: 1854.4968, usercpu_time_millis: 0.141, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 0.134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9774, kappa: 0.9543, kb_relative_information_score: 1240.498, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9774, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.1101, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1319, root_relative_squared_error: 0.2653, scimark_benchmark: 1744.4527, usercpu_time_millis: 3.079, usercpu_time_millis_testing: 0.018, usercpu_time_millis_training: 3.061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.987, f_measure: 0.9252, kappa: 0.8481, kb_relative_information_score: 912.6389, mean_absolute_error: 0.1864, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9277, predictive_accuracy: 0.9257, prior_entropy: 0.9912, recall: 0.9257, relative_absolute_error: 0.3774, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2505, root_relative_squared_error: 0.5041, scimark_benchmark: 1859.035, usercpu_time_millis: 1.364, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 1.357,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -25.9384, mean_absolute_error: 0.5, 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: 1.0124, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0062, scimark_benchmark: 1853.3978, usercpu_time_millis: 1.583, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 1.573,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9877, f_measure: 0.9395, kappa: 0.8774, kb_relative_information_score: 1048.4824, mean_absolute_error: 0.1311, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9395, predictive_accuracy: 0.9395, prior_entropy: 0.9912, recall: 0.9395, relative_absolute_error: 0.2654, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2169, root_relative_squared_error: 0.4365, scimark_benchmark: 1731.709, usercpu_time_millis: 5.094, usercpu_time_millis_testing: 0.031, usercpu_time_millis_training: 5.063,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9774, kappa: 0.9543, kb_relative_information_score: 1218.4222, mean_absolute_error: 0.0645, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9776, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.1306, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1328, root_relative_squared_error: 0.2673, scimark_benchmark: 1872.0299, usercpu_time_millis: 2.488, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 2.48,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -25.9384, mean_absolute_error: 0.5, 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: 1.0124, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0062, scimark_benchmark: 1831.5058, usercpu_time_millis: 9.718, usercpu_time_millis_testing: 0.027, usercpu_time_millis_training: 9.691,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.976, kappa: 0.9515, kb_relative_information_score: 1124.9539, mean_absolute_error: 0.1069, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9766, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.2165, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1577, root_relative_squared_error: 0.3173, scimark_benchmark: 1866.0322, usercpu_time_millis: 3.563, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 3.557,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9825, kappa: 0.9647, kb_relative_information_score: 1230.7895, mean_absolute_error: 0.0609, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9831, predictive_accuracy: 0.9825, prior_entropy: 0.9912, recall: 0.9825, relative_absolute_error: 0.1234, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1205, root_relative_squared_error: 0.2425, scimark_benchmark: 1874.6729, usercpu_time_millis: 6.919, usercpu_time_millis_testing: 0.003, usercpu_time_millis_training: 6.916,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9767, kappa: 0.9529, kb_relative_information_score: 975.0167, mean_absolute_error: 0.1709, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9772, predictive_accuracy: 0.9767, prior_entropy: 0.9912, recall: 0.9767, relative_absolute_error: 0.346, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2066, root_relative_squared_error: 0.4157, scimark_benchmark: 1869.9448, usercpu_time_millis: 7.622, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 7.615,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1301.1695, mean_absolute_error: 0.0291, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9871, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.0588, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0966, root_relative_squared_error: 0.1943, scimark_benchmark: 1859.4255, usercpu_time_millis: 5.438, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 5.433,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9745, kappa: 0.9485, kb_relative_information_score: 1091.8425, mean_absolute_error: 0.1211, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.975, predictive_accuracy: 0.9745, prior_entropy: 0.9912, recall: 0.9745, relative_absolute_error: 0.2453, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1689, root_relative_squared_error: 0.3399, scimark_benchmark: 1874.7852, usercpu_time_millis: 4.347, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 4.339,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.8848, kappa: 0.7661, kb_relative_information_score: 657.4201, mean_absolute_error: 0.2831, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8872, predictive_accuracy: 0.8856, prior_entropy: 0.9912, recall: 0.8856, relative_absolute_error: 0.5733, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3252, root_relative_squared_error: 0.6544, scimark_benchmark: 1746.3856, usercpu_time_millis: 6.301, usercpu_time_millis_testing: 0.003, usercpu_time_millis_training: 6.298,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9796, kappa: 0.9588, kb_relative_information_score: 1036.17, mean_absolute_error: 0.1457, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9802, predictive_accuracy: 0.9796, prior_entropy: 0.9912, recall: 0.9796, relative_absolute_error: 0.2951, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.3729, scimark_benchmark: 1870.4728, usercpu_time_millis: 2.974, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 2.965,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9818, kappa: 0.9632, kb_relative_information_score: 1264.1307, mean_absolute_error: 0.0456, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9823, predictive_accuracy: 0.9818, prior_entropy: 0.9912, recall: 0.9818, relative_absolute_error: 0.0924, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1106, root_relative_squared_error: 0.2226, scimark_benchmark: 1867.725, usercpu_time_millis: 3.192, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 3.185,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9386, f_measure: 0.8754, kappa: 0.7477, kb_relative_information_score: 695.2899, mean_absolute_error: 0.2697, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8754, predictive_accuracy: 0.8754, prior_entropy: 0.9912, recall: 0.8754, relative_absolute_error: 0.5461, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.325, root_relative_squared_error: 0.654, scimark_benchmark: 1843.8017, usercpu_time_millis: 2.446, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 2.437,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1309.7413, mean_absolute_error: 0.0252, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9871, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.051, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0933, root_relative_squared_error: 0.1877, scimark_benchmark: 1853.0623, usercpu_time_millis: 4.631, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 4.624,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9804, kappa: 0.9603, kb_relative_information_score: 1159.5513, mean_absolute_error: 0.0921, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1864, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.2928, scimark_benchmark: 1852.5429, usercpu_time_millis: 7.985, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 7.976,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9018, f_measure: 0.8499, kappa: 0.6961, kb_relative_information_score: 265.4593, mean_absolute_error: 0.4202, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8499, predictive_accuracy: 0.8499, prior_entropy: 0.9912, recall: 0.8499, relative_absolute_error: 0.8509, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4288, root_relative_squared_error: 0.863, scimark_benchmark: 1857.7844, usercpu_time_millis: 2.54, usercpu_time_millis_testing: 0.013, usercpu_time_millis_training: 2.527,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -25.9384, mean_absolute_error: 0.5, 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: 1.0124, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0062, scimark_benchmark: 1867.725, usercpu_time_millis: 8.071, usercpu_time_millis_testing: 0.024, usercpu_time_millis_training: 8.047,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9803, kappa: 0.9603, kb_relative_information_score: 1248.0311, mean_absolute_error: 0.052, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1054, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1194, root_relative_squared_error: 0.2402, scimark_benchmark: 1854.1, usercpu_time_millis: 8.564, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 8.556,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9918, f_measure: 0.9643, kappa: 0.9277, kb_relative_information_score: 1009.5041, mean_absolute_error: 0.153, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9643, predictive_accuracy: 0.9643, prior_entropy: 0.9912, recall: 0.9643, relative_absolute_error: 0.3097, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2093, root_relative_squared_error: 0.4213, scimark_benchmark: 1743.091, usercpu_time_millis: 9.703, usercpu_time_millis_testing: 0.03, usercpu_time_millis_training: 9.673,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9811, f_measure: 0.921, kappa: 0.8396, kb_relative_information_score: 713.4601, mean_absolute_error: 0.2658, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9222, predictive_accuracy: 0.9213, prior_entropy: 0.9912, recall: 0.9213, relative_absolute_error: 0.5383, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3024, root_relative_squared_error: 0.6085, scimark_benchmark: 1726.9378, usercpu_time_millis: 0.739, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 0.731,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1310.1251, mean_absolute_error: 0.025, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9871, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.0506, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0933, root_relative_squared_error: 0.1878, scimark_benchmark: 1870.2804, usercpu_time_millis: 6.498, usercpu_time_millis_testing: 0.003, usercpu_time_millis_training: 6.495,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9804, kappa: 0.9603, kb_relative_information_score: 1180.0236, mean_absolute_error: 0.0831, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1682, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1388, root_relative_squared_error: 0.2792, scimark_benchmark: 1845.3304, usercpu_time_millis: 1.219, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 1.214,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.3966, kb_relative_information_score: 1.0342, mean_absolute_error: 0.4936, 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: 0.9994, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.497, root_relative_squared_error: 1.0001, scimark_benchmark: 1733.0308, usercpu_time_millis: 5.929, usercpu_time_millis_testing: 0.018, usercpu_time_millis_training: 5.911,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9782, kappa: 0.9559, kb_relative_information_score: 1067.8183, mean_absolute_error: 0.1324, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9788, predictive_accuracy: 0.9781, prior_entropy: 0.9912, recall: 0.9781, relative_absolute_error: 0.2681, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1744, root_relative_squared_error: 0.3509, scimark_benchmark: 1858.9715, usercpu_time_millis: 8.381, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 8.374,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1334.7722, mean_absolute_error: 0.014, 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: 0.0284, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0847, root_relative_squared_error: 0.1705, scimark_benchmark: 1755.4795, usercpu_time_millis: 4.037, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 4.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1307.6255, mean_absolute_error: 0.0262, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9871, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.053, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0939, root_relative_squared_error: 0.189, scimark_benchmark: 1846.9419, usercpu_time_millis: 1.794, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 1.788,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9953, f_measure: 0.9636, kappa: 0.9264, kb_relative_information_score: 1127.6798, mean_absolute_error: 0.1018, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9639, predictive_accuracy: 0.9636, prior_entropy: 0.9912, recall: 0.9636, relative_absolute_error: 0.2061, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1748, root_relative_squared_error: 0.3517, scimark_benchmark: 1837.5316, usercpu_time_millis: 9.748, usercpu_time_millis_testing: 0.099, usercpu_time_millis_training: 9.649,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -25.9384, mean_absolute_error: 0.5, 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: 1.0124, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0062, scimark_benchmark: 1749.7333, usercpu_time_millis: 11.414, usercpu_time_millis_testing: 0.028, usercpu_time_millis_training: 11.386,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9825, kappa: 0.9647, kb_relative_information_score: 1286.3622, mean_absolute_error: 0.0357, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.983, predictive_accuracy: 0.9825, prior_entropy: 0.9912, recall: 0.9825, relative_absolute_error: 0.0722, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1024, root_relative_squared_error: 0.2062, scimark_benchmark: 1755.4795, usercpu_time_millis: 7.444, usercpu_time_millis_testing: 0.004, usercpu_time_millis_training: 7.44,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9976, f_measure: 0.9745, kappa: 0.9485, kb_relative_information_score: 909.7403, mean_absolute_error: 0.1969, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9749, predictive_accuracy: 0.9745, prior_entropy: 0.9912, recall: 0.9745, relative_absolute_error: 0.3987, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2293, root_relative_squared_error: 0.4614, scimark_benchmark: 1878.3967, usercpu_time_millis: 5.456, usercpu_time_millis_testing: 0.004, usercpu_time_millis_training: 5.452,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9804, kappa: 0.9603, kb_relative_information_score: 1210.8531, mean_absolute_error: 0.0695, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1407, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1285, root_relative_squared_error: 0.2585, scimark_benchmark: 1855.3202, usercpu_time_millis: 7.075, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 7.07,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1327.1131, mean_absolute_error: 0.0174, 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: 0.0353, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0862, root_relative_squared_error: 0.1734, scimark_benchmark: 1859.9421, usercpu_time_millis: 5.57, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 5.562,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9825, kappa: 0.9647, kb_relative_information_score: 1249.9753, mean_absolute_error: 0.0522, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9831, predictive_accuracy: 0.9825, prior_entropy: 0.9912, recall: 0.9825, relative_absolute_error: 0.1058, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1145, root_relative_squared_error: 0.2304, scimark_benchmark: 1880.137, usercpu_time_millis: 6.468, usercpu_time_millis_testing: 0.003, usercpu_time_millis_training: 6.465,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9803, kappa: 0.9603, kb_relative_information_score: 1260.5658, mean_absolute_error: 0.0464, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1154, root_relative_squared_error: 0.2323, scimark_benchmark: 1747.4929, usercpu_time_millis: 5.801, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 5.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9546, f_measure: 0.8655, kappa: 0.7268, kb_relative_information_score: 570.8647, mean_absolute_error: 0.3153, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8689, predictive_accuracy: 0.8666, prior_entropy: 0.9912, recall: 0.8666, relative_absolute_error: 0.6385, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3474, root_relative_squared_error: 0.6992, scimark_benchmark: 1871.5019, usercpu_time_millis: 1.145, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 1.14,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9847, kappa: 0.9691, kb_relative_information_score: 1308.5345, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.985, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.0515, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0947, root_relative_squared_error: 0.1906, scimark_benchmark: 1748.2205, usercpu_time_millis: 2.484, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 2.477,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9238, f_measure: 0.8478, kappa: 0.691, kb_relative_information_score: -18.7445, mean_absolute_error: 0.4982, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8486, predictive_accuracy: 0.8484, prior_entropy: 0.9912, recall: 0.8484, relative_absolute_error: 1.0088, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4982, root_relative_squared_error: 1.0026, scimark_benchmark: 1744.4527, usercpu_time_millis: 3.756, usercpu_time_millis_testing: 0.022, usercpu_time_millis_training: 3.734,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1323.6876, mean_absolute_error: 0.0191, 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: 0.0386, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0875, root_relative_squared_error: 0.1761, scimark_benchmark: 1881.9247, usercpu_time_millis: 6.962, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 6.957,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1325.8204, mean_absolute_error: 0.0181, 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: 0.0367, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0866, root_relative_squared_error: 0.1743, scimark_benchmark: 1874.977, usercpu_time_millis: 4.619, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 4.614,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1325.8799, mean_absolute_error: 0.0181, 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: 0.0366, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0866, root_relative_squared_error: 0.1742, scimark_benchmark: 1846.9511, usercpu_time_millis: 8.488, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 8.482,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9774, kappa: 0.9544, kb_relative_information_score: 1063.2093, mean_absolute_error: 0.1344, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9781, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.2721, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1759, root_relative_squared_error: 0.354, scimark_benchmark: 1740.6607, usercpu_time_millis: 4.811, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 4.802,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1300.21, mean_absolute_error: 0.03, 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: 0.0608, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0949, root_relative_squared_error: 0.1909, scimark_benchmark: 1871.4458, usercpu_time_millis: 4.581, usercpu_time_millis_testing: 0.034, usercpu_time_millis_training: 4.547,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9971, f_measure: 0.9723, kappa: 0.9441, kb_relative_information_score: 978.2053, mean_absolute_error: 0.17, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9727, predictive_accuracy: 0.9723, prior_entropy: 0.9912, recall: 0.9723, relative_absolute_error: 0.3443, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2038, root_relative_squared_error: 0.4101, scimark_benchmark: 1869.2273, usercpu_time_millis: 1.815, usercpu_time_millis_testing: 0.022, usercpu_time_millis_training: 1.793,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9818, kappa: 0.9632, kb_relative_information_score: 1283.9613, mean_absolute_error: 0.0368, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9823, predictive_accuracy: 0.9818, prior_entropy: 0.9912, recall: 0.9818, relative_absolute_error: 0.0745, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1032, root_relative_squared_error: 0.2077, scimark_benchmark: 1829.3651, usercpu_time_millis: 9.932, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 9.926,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9731, kappa: 0.9456, kb_relative_information_score: 1088.2907, mean_absolute_error: 0.1222, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9735, predictive_accuracy: 0.973, prior_entropy: 0.9912, recall: 0.973, relative_absolute_error: 0.2474, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.3451, scimark_benchmark: 1916.3771, usercpu_time_millis: 5.142, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 5.137,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9774, kappa: 0.9544, kb_relative_information_score: 1225.4976, mean_absolute_error: 0.0617, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9778, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.1249, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1288, root_relative_squared_error: 0.2591, scimark_benchmark: 1755.4795, usercpu_time_millis: 7.587, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 7.582,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -25.9384, mean_absolute_error: 0.5, 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: 1.0124, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0062, scimark_benchmark: 1741.6975, usercpu_time_millis: 4.512, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 4.5,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9804, kappa: 0.9603, kb_relative_information_score: 1112.9419, mean_absolute_error: 0.1131, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.2291, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1589, root_relative_squared_error: 0.3197, scimark_benchmark: 1733.69, usercpu_time_millis: 8.456, usercpu_time_millis_testing: 0.005, usercpu_time_millis_training: 8.451,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9804, kappa: 0.9603, kb_relative_information_score: 1173.0794, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9808, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1751, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1399, root_relative_squared_error: 0.2814, scimark_benchmark: 1849.0635, usercpu_time_millis: 8.894, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 8.886,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9818, kappa: 0.9632, kb_relative_information_score: 1285.2564, mean_absolute_error: 0.036, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9822, predictive_accuracy: 0.9818, prior_entropy: 0.9912, recall: 0.9818, relative_absolute_error: 0.0729, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1032, root_relative_squared_error: 0.2078, scimark_benchmark: 1934.3556, usercpu_time_millis: 4.182, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 4.173,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9536, f_measure: 0.8537, kappa: 0.7029, kb_relative_information_score: 436.7373, mean_absolute_error: 0.3638, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8613, predictive_accuracy: 0.8557, prior_entropy: 0.9912, recall: 0.8557, relative_absolute_error: 0.7365, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3815, root_relative_squared_error: 0.7678, scimark_benchmark: 1865.7643, usercpu_time_millis: 8.968, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 8.961,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9526, f_measure: 0.86, kappa: 0.7158, kb_relative_information_score: 411.969, mean_absolute_error: 0.3726, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8702, predictive_accuracy: 0.8622, prior_entropy: 0.9912, recall: 0.8622, relative_absolute_error: 0.7544, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3878, root_relative_squared_error: 0.7804, scimark_benchmark: 1746.7863, usercpu_time_millis: 1.296, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 1.289,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9542, f_measure: 0.8518, kappa: 0.6992, kb_relative_information_score: 415.0175, mean_absolute_error: 0.3712, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8619, predictive_accuracy: 0.8542, prior_entropy: 0.9912, recall: 0.8542, relative_absolute_error: 0.7517, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3873, root_relative_squared_error: 0.7794, scimark_benchmark: 1755.0788, usercpu_time_millis: 0.194, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 0.188,

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