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: 0.9954, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1317.8739, mean_absolute_error: 0.0205, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9848, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.0415, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1214, root_relative_squared_error: 0.2442, scimark_benchmark: 1867.9598, usercpu_time_millis: 6, usercpu_time_millis_testing: 0.23, usercpu_time_millis_training: 5.77,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1320.7629, mean_absolute_error: 0.0209, 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: 0.0424, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0881, root_relative_squared_error: 0.1773, scimark_benchmark: 1774.173, usercpu_time_millis: 8.414, usercpu_time_millis_testing: 0.402, usercpu_time_millis_training: 8.012,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9953, f_measure: 0.9694, kappa: 0.9382, kb_relative_information_score: 1011.9198, mean_absolute_error: 0.1528, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9697, predictive_accuracy: 0.9694, prior_entropy: 0.9912, recall: 0.9694, relative_absolute_error: 0.3093, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2032, root_relative_squared_error: 0.4089, scimark_benchmark: 1783.0334, usercpu_time_millis: 1.882, usercpu_time_millis_testing: 0.208, usercpu_time_millis_training: 1.674,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.0949, 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: 1804.8688, usercpu_time_millis: 1.13, usercpu_time_millis_testing: 0.198, usercpu_time_millis_training: 0.932,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.3966, kb_relative_information_score: -0.0062, 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: 1800.3778, usercpu_time_millis: 1.223, usercpu_time_millis_testing: 0.267, usercpu_time_millis_training: 0.956,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1271.5894, mean_absolute_error: 0.0439, 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: 0.0888, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0982, root_relative_squared_error: 0.1976, scimark_benchmark: 1830.3771, usercpu_time_millis: 6.689, usercpu_time_millis_testing: 0.436, usercpu_time_millis_training: 6.253,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.964, f_measure: 0.8784, kappa: 0.7541, kb_relative_information_score: 702.1679, mean_absolute_error: 0.2682, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8787, predictive_accuracy: 0.8783, prior_entropy: 0.9912, recall: 0.8783, relative_absolute_error: 0.5431, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3121, root_relative_squared_error: 0.628, scimark_benchmark: 1854.8897, usercpu_time_millis: 1.754, usercpu_time_millis_testing: 0.216, usercpu_time_millis_training: 1.538,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9532, f_measure: 0.874, kappa: 0.7451, kb_relative_information_score: 617.1776, mean_absolute_error: 0.2997, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8742, predictive_accuracy: 0.8739, prior_entropy: 0.9912, recall: 0.8739, relative_absolute_error: 0.6067, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3356, root_relative_squared_error: 0.6754, scimark_benchmark: 1857.8367, usercpu_time_millis: 1.215, usercpu_time_millis_testing: 0.172, usercpu_time_millis_training: 1.043,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3966, kb_relative_information_score: -0.0686, 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: 1801.0183, usercpu_time_millis: 1.762, usercpu_time_millis_testing: 0.318, usercpu_time_millis_training: 1.444,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1257.0133, mean_absolute_error: 0.0513, 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: 0.104, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.097, root_relative_squared_error: 0.1952, scimark_benchmark: 1765.3736, usercpu_time_millis: 5.416, usercpu_time_millis_testing: 0.527, usercpu_time_millis_training: 4.889,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9862, f_measure: 0.9357, kappa: 0.8696, kb_relative_information_score: 1041.2083, mean_absolute_error: 0.1332, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9362, predictive_accuracy: 0.9359, prior_entropy: 0.9912, recall: 0.9359, relative_absolute_error: 0.2696, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.224, root_relative_squared_error: 0.4507, scimark_benchmark: 1866.5101, usercpu_time_millis: 5.747, usercpu_time_millis_testing: 0.36, usercpu_time_millis_training: 5.387,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.0356, 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: 1831.935, usercpu_time_millis: 1.326, usercpu_time_millis_testing: 0.261, usercpu_time_millis_training: 1.065,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9796, kappa: 0.9587, kb_relative_information_score: 1163.4501, mean_absolute_error: 0.0883, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9796, predictive_accuracy: 0.9796, prior_entropy: 0.9912, recall: 0.9796, relative_absolute_error: 0.1787, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1562, root_relative_squared_error: 0.3143, scimark_benchmark: 1762.5903, usercpu_time_millis: 9.498, usercpu_time_millis_testing: 0.826, usercpu_time_millis_training: 8.672,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.972, f_measure: 0.8953, kappa: 0.7874, kb_relative_information_score: 685.238, mean_absolute_error: 0.2764, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9019, predictive_accuracy: 0.8965, prior_entropy: 0.9912, recall: 0.8965, relative_absolute_error: 0.5597, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.312, root_relative_squared_error: 0.6278, scimark_benchmark: 1794.7225, usercpu_time_millis: 1.853, usercpu_time_millis_testing: 0.251, usercpu_time_millis_training: 1.602,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9811, kappa: 0.9617, kb_relative_information_score: 1250.5241, mean_absolute_error: 0.0504, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9811, predictive_accuracy: 0.9811, prior_entropy: 0.9912, recall: 0.9811, relative_absolute_error: 0.102, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1267, root_relative_squared_error: 0.255, scimark_benchmark: 1789.6331, usercpu_time_millis: 7.869, usercpu_time_millis_testing: 0.551, usercpu_time_millis_training: 7.318,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9607, kappa: 0.9204, kb_relative_information_score: 1112.8093, mean_absolute_error: 0.1062, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9607, predictive_accuracy: 0.9606, prior_entropy: 0.9912, recall: 0.9606, relative_absolute_error: 0.215, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.3778, scimark_benchmark: 1830.2335, usercpu_time_millis: 6, usercpu_time_millis_testing: 0.458, usercpu_time_millis_training: 5.542,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1318.2149, mean_absolute_error: 0.0231, 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: 0.0467, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0757, root_relative_squared_error: 0.1524, scimark_benchmark: 1747.9775, usercpu_time_millis: 4.838, usercpu_time_millis_testing: 0.335, usercpu_time_millis_training: 4.503,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -0.1618, 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: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1752.7193, usercpu_time_millis: 1.243, usercpu_time_millis_testing: 0.209, usercpu_time_millis_training: 1.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9812, f_measure: 0.9163, kappa: 0.8301, kb_relative_information_score: 900.0137, mean_absolute_error: 0.1917, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9194, predictive_accuracy: 0.9169, prior_entropy: 0.9912, recall: 0.9169, relative_absolute_error: 0.3882, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2577, root_relative_squared_error: 0.5186, scimark_benchmark: 1754.1216, usercpu_time_millis: 3.101, usercpu_time_millis_testing: 0.334, usercpu_time_millis_training: 2.767,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.1135, 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: 1813.9184, usercpu_time_millis: 0.344, usercpu_time_millis_testing: 0.069, usercpu_time_millis_training: 0.275,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9245, kappa: 0.8468, kb_relative_information_score: 810.829, mean_absolute_error: 0.2297, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9266, predictive_accuracy: 0.9249, prior_entropy: 0.9912, recall: 0.9249, relative_absolute_error: 0.4652, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.274, root_relative_squared_error: 0.5513, scimark_benchmark: 1817.3701, usercpu_time_millis: 1.662, usercpu_time_millis_testing: 0.313, usercpu_time_millis_training: 1.349,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9535, f_measure: 0.8877, kappa: 0.772, kb_relative_information_score: 394.6401, mean_absolute_error: 0.3789, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8958, predictive_accuracy: 0.8892, prior_entropy: 0.9912, recall: 0.8892, relative_absolute_error: 0.7673, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3929, root_relative_squared_error: 0.7906, scimark_benchmark: 1864.6653, usercpu_time_millis: 2.677, usercpu_time_millis_testing: 0.541, usercpu_time_millis_training: 2.136,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1314.7035, mean_absolute_error: 0.0247, 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: 0.0501, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0767, root_relative_squared_error: 0.1543, scimark_benchmark: 1865.6428, usercpu_time_millis: 3.681, usercpu_time_millis_testing: 0.281, usercpu_time_millis_training: 3.4,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.3966, kb_relative_information_score: -0.0472, 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: 1759.5507, usercpu_time_millis: 1.907, usercpu_time_millis_testing: 0.318, usercpu_time_millis_training: 1.589,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.997, f_measure: 0.9709, kappa: 0.9411, kb_relative_information_score: 1051.7504, mean_absolute_error: 0.1368, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9713, predictive_accuracy: 0.9708, prior_entropy: 0.9912, recall: 0.9708, relative_absolute_error: 0.2769, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1882, root_relative_squared_error: 0.3788, scimark_benchmark: 2142.9009, usercpu_time_millis: 2.42, usercpu_time_millis_testing: 0.258, usercpu_time_millis_training: 2.162,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1305.3624, mean_absolute_error: 0.0278, 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: 0.0562, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0951, root_relative_squared_error: 0.1915, scimark_benchmark: 1762.3679, usercpu_time_millis: 2.719, usercpu_time_millis_testing: 0.162, usercpu_time_millis_training: 2.557,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1281.4704, mean_absolute_error: 0.0375, 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: 0.0759, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1111, root_relative_squared_error: 0.2236, scimark_benchmark: 1722.2373, usercpu_time_millis: 1.97, usercpu_time_millis_testing: 0.252, usercpu_time_millis_training: 1.718,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9905, f_measure: 0.9504, kappa: 0.8995, kb_relative_information_score: 1088.3713, mean_absolute_error: 0.1147, 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: 0.2322, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2051, root_relative_squared_error: 0.4127, scimark_benchmark: 1865.1205, usercpu_time_millis: 1.425, usercpu_time_millis_testing: 0.204, usercpu_time_millis_training: 1.221,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1319.2979, mean_absolute_error: 0.0217, 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: 0.0439, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0879, root_relative_squared_error: 0.1768, scimark_benchmark: 1772.7681, usercpu_time_millis: 9.159, usercpu_time_millis_testing: 0.471, usercpu_time_millis_training: 8.688,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.8625, kappa: 0.7225, kb_relative_information_score: 679.3613, mean_absolute_error: 0.2747, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8637, predictive_accuracy: 0.8622, prior_entropy: 0.9912, recall: 0.8622, relative_absolute_error: 0.5562, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3282, root_relative_squared_error: 0.6605, scimark_benchmark: 1865.0235, usercpu_time_millis: 2.306, usercpu_time_millis_testing: 0.298, usercpu_time_millis_training: 2.008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.965, kappa: 0.9293, kb_relative_information_score: 1003.5544, mean_absolute_error: 0.1549, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9651, predictive_accuracy: 0.965, prior_entropy: 0.9912, recall: 0.965, relative_absolute_error: 0.3136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2105, root_relative_squared_error: 0.4236, scimark_benchmark: 1848.2191, usercpu_time_millis: 5.852, usercpu_time_millis_testing: 0.615, usercpu_time_millis_training: 5.237,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9942, kappa: 0.9882, kb_relative_information_score: 1315.8368, mean_absolute_error: 0.0242, 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: 0.0491, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0756, root_relative_squared_error: 0.1521, scimark_benchmark: 1863.4543, usercpu_time_millis: 6.729, usercpu_time_millis_testing: 0.429, usercpu_time_millis_training: 6.3,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9585, kappa: 0.9159, kb_relative_information_score: 936.5981, mean_absolute_error: 0.1822, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9584, predictive_accuracy: 0.9585, prior_entropy: 0.9912, recall: 0.9585, relative_absolute_error: 0.3689, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2312, root_relative_squared_error: 0.4653, scimark_benchmark: 1076.9451, usercpu_time_millis: 3.631, usercpu_time_millis_testing: 0.416, usercpu_time_millis_training: 3.215,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.9238, kappa: 0.8452, kb_relative_information_score: 820.9757, mean_absolute_error: 0.2258, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9259, predictive_accuracy: 0.9242, prior_entropy: 0.9912, recall: 0.9242, relative_absolute_error: 0.4572, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2708, root_relative_squared_error: 0.545, scimark_benchmark: 1068.2568, usercpu_time_millis: 5.992, usercpu_time_millis_testing: 0.826, usercpu_time_millis_training: 5.166,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1323.8026, mean_absolute_error: 0.0194, 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: 0.0393, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0891, root_relative_squared_error: 0.1793, scimark_benchmark: 1834.1864, usercpu_time_millis: 4.781, usercpu_time_millis_testing: 0.284, usercpu_time_millis_training: 4.497,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.976, kappa: 0.9514, kb_relative_information_score: 1085.5222, mean_absolute_error: 0.1233, 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: 0.2496, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1742, root_relative_squared_error: 0.3506, scimark_benchmark: 1811.3343, usercpu_time_millis: 3.232, usercpu_time_millis_testing: 0.457, usercpu_time_millis_training: 2.775,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1316.8499, mean_absolute_error: 0.0235, 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: 0.0475, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0796, root_relative_squared_error: 0.1601, scimark_benchmark: 1809.4928, usercpu_time_millis: 7.819, usercpu_time_millis_testing: 0.634, usercpu_time_millis_training: 7.185,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1272.6291, mean_absolute_error: 0.0424, 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: 0.0858, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1065, root_relative_squared_error: 0.2142, scimark_benchmark: 1840.4506, usercpu_time_millis: 6.308, usercpu_time_millis_testing: 0.367, usercpu_time_millis_training: 5.941,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1232.3441, mean_absolute_error: 0.0597, 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: 0.1209, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1252, root_relative_squared_error: 0.2519, scimark_benchmark: 1816.5377, usercpu_time_millis: 8.238, usercpu_time_millis_testing: 0.806, usercpu_time_millis_training: 7.432,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9825, kappa: 0.9646, kb_relative_information_score: 1185.7333, mean_absolute_error: 0.0801, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9826, predictive_accuracy: 0.9825, prior_entropy: 0.9912, recall: 0.9825, relative_absolute_error: 0.1621, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1416, root_relative_squared_error: 0.2849, scimark_benchmark: 1864.5074, usercpu_time_millis: 1.537, usercpu_time_millis_testing: 0.121, usercpu_time_millis_training: 1.416,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1312.5397, mean_absolute_error: 0.0253, 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: 0.0513, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0827, root_relative_squared_error: 0.1664, scimark_benchmark: 1741.1157, usercpu_time_millis: 3.517, usercpu_time_millis_testing: 0.205, usercpu_time_millis_training: 3.312,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1291.6588, mean_absolute_error: 0.0349, 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: 0.0707, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0895, root_relative_squared_error: 0.1801, scimark_benchmark: 1836.0835, usercpu_time_millis: 6.123, usercpu_time_millis_testing: 0.429, usercpu_time_millis_training: 5.694,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1299.5235, mean_absolute_error: 0.0321, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9928, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.065, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0784, root_relative_squared_error: 0.1578, scimark_benchmark: 1852.1552, usercpu_time_millis: 7.848, usercpu_time_millis_testing: 0.673, usercpu_time_millis_training: 7.175,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1287.9521, mean_absolute_error: 0.0366, 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: 0.0741, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0912, root_relative_squared_error: 0.1835, scimark_benchmark: 1811.1627, usercpu_time_millis: 10.419, usercpu_time_millis_testing: 0.868, usercpu_time_millis_training: 9.551,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9105, kappa: 0.8183, kb_relative_information_score: 847.6238, mean_absolute_error: 0.2127, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9131, predictive_accuracy: 0.9111, prior_entropy: 0.9912, recall: 0.9111, relative_absolute_error: 0.4307, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2706, root_relative_squared_error: 0.5445, scimark_benchmark: 1918.2099, usercpu_time_millis: 0.711, usercpu_time_millis_testing: 0.068, usercpu_time_millis_training: 0.643,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.94, f_measure: 0.8582, kappa: 0.7139, kb_relative_information_score: 658.8805, mean_absolute_error: 0.2825, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8598, predictive_accuracy: 0.8579, prior_entropy: 0.9912, recall: 0.8579, relative_absolute_error: 0.572, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3332, root_relative_squared_error: 0.6704, scimark_benchmark: 1858.8261, usercpu_time_millis: 0.835, usercpu_time_millis_testing: 0.087, usercpu_time_millis_training: 0.748,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9803, kappa: 0.9602, kb_relative_information_score: 1112.184, mean_absolute_error: 0.1124, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9805, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.2277, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.163, root_relative_squared_error: 0.328, scimark_benchmark: 1864.4376, usercpu_time_millis: 0.69, usercpu_time_millis_testing: 0.08, usercpu_time_millis_training: 0.61,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1318.4229, mean_absolute_error: 0.0219, 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: 0.0443, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0901, root_relative_squared_error: 0.1813, scimark_benchmark: 1858.9659, usercpu_time_millis: 1.512, usercpu_time_millis_testing: 0.077, usercpu_time_millis_training: 1.435,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.9178, kappa: 0.8331, kb_relative_information_score: 939.8133, mean_absolute_error: 0.1754, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9207, predictive_accuracy: 0.9184, prior_entropy: 0.9912, recall: 0.9184, relative_absolute_error: 0.3552, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2479, root_relative_squared_error: 0.4988, scimark_benchmark: 1862.0869, usercpu_time_millis: 2.234, usercpu_time_millis_testing: 0.194, usercpu_time_millis_training: 2.04,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3966, kb_relative_information_score: 0.0207, 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: 1863.2815, usercpu_time_millis: 1.525, usercpu_time_millis_testing: 0.353, usercpu_time_millis_training: 1.172,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9643, kappa: 0.9278, kb_relative_information_score: 954.9925, mean_absolute_error: 0.1753, 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: 0.3549, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2242, root_relative_squared_error: 0.4511, scimark_benchmark: 1858.7171, usercpu_time_millis: 1.691, usercpu_time_millis_testing: 0.159, usercpu_time_millis_training: 1.532,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1225.2585, mean_absolute_error: 0.0653, 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: 0.1323, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1116, root_relative_squared_error: 0.2245, scimark_benchmark: 1716.407, usercpu_time_millis: 5.332, usercpu_time_millis_testing: 0.537, usercpu_time_millis_training: 4.795,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1308.3623, mean_absolute_error: 0.0276, 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: 0.0559, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0791, root_relative_squared_error: 0.1592, scimark_benchmark: 1870.6721, usercpu_time_millis: 2.713, usercpu_time_millis_testing: 0.161, usercpu_time_millis_training: 2.552,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9728, f_measure: 0.9175, kappa: 0.8327, kb_relative_information_score: 999.2061, mean_absolute_error: 0.1466, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9178, predictive_accuracy: 0.9176, prior_entropy: 0.9912, recall: 0.9176, relative_absolute_error: 0.2969, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2516, root_relative_squared_error: 0.5063, scimark_benchmark: 1749.5957, usercpu_time_millis: 0.898, usercpu_time_millis_testing: 0.078, usercpu_time_millis_training: 0.82,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1214.7305, mean_absolute_error: 0.07, 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: 0.1417, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1158, root_relative_squared_error: 0.2331, scimark_benchmark: 1772.3282, usercpu_time_millis: 5.243, usercpu_time_millis_testing: 0.48, usercpu_time_millis_training: 4.763,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1330.3817, mean_absolute_error: 0.0173, 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: 0.035, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0751, root_relative_squared_error: 0.1512, scimark_benchmark: 1870.742, usercpu_time_millis: 1.896, usercpu_time_millis_testing: 0.098, usercpu_time_millis_training: 1.798,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9726, f_measure: 0.9196, kappa: 0.837, kb_relative_information_score: 1006.7944, mean_absolute_error: 0.1425, 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: 0.2885, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2535, root_relative_squared_error: 0.5102, scimark_benchmark: 1867.0876, usercpu_time_millis: 2.25, usercpu_time_millis_testing: 0.144, usercpu_time_millis_training: 2.106,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9904, f_measure: 0.946, kappa: 0.8905, kb_relative_information_score: 1080.7978, mean_absolute_error: 0.1175, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9462, predictive_accuracy: 0.9461, prior_entropy: 0.9912, recall: 0.9461, relative_absolute_error: 0.238, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2079, root_relative_squared_error: 0.4183, scimark_benchmark: 1863.9794, usercpu_time_millis: 5.979, usercpu_time_millis_testing: 0.368, usercpu_time_millis_training: 5.611,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1300.7503, mean_absolute_error: 0.0311, 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: 0.0629, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0823, root_relative_squared_error: 0.1657, scimark_benchmark: 1505.1126, usercpu_time_millis: 4.084, usercpu_time_millis_testing: 0.488, usercpu_time_millis_training: 3.596,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9648, f_measure: 0.8771, kappa: 0.752, kb_relative_information_score: 832.5681, mean_absolute_error: 0.2144, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8785, predictive_accuracy: 0.8768, prior_entropy: 0.9912, recall: 0.8768, relative_absolute_error: 0.4341, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2859, root_relative_squared_error: 0.5752, scimark_benchmark: 1737.7937, usercpu_time_millis: 3.686, usercpu_time_millis_testing: 0.434, usercpu_time_millis_training: 3.252,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9803, kappa: 0.9602, kb_relative_information_score: 1240.0094, mean_absolute_error: 0.0545, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9803, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1103, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.2699, scimark_benchmark: 1754.1134, usercpu_time_millis: 4.394, usercpu_time_millis_testing: 0.314, usercpu_time_millis_training: 4.08,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1278.8353, mean_absolute_error: 0.0399, 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: 0.0809, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.2027, scimark_benchmark: 1745.9207, usercpu_time_millis: 4.632, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 4.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1202.3596, mean_absolute_error: 0.0732, 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: 0.1483, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.133, root_relative_squared_error: 0.2676, scimark_benchmark: 1836.7129, usercpu_time_millis: 5.315, usercpu_time_millis_testing: 0.568, usercpu_time_millis_training: 4.747,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.9599, kappa: 0.9188, kb_relative_information_score: 932.4901, mean_absolute_error: 0.1841, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9599, predictive_accuracy: 0.9599, prior_entropy: 0.9912, recall: 0.9599, relative_absolute_error: 0.3728, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2316, root_relative_squared_error: 0.4661, scimark_benchmark: 1865.8853, usercpu_time_millis: 4.483, usercpu_time_millis_testing: 0.513, usercpu_time_millis_training: 3.97,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9658, kappa: 0.9307, kb_relative_information_score: 1062.8928, mean_absolute_error: 0.1278, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9659, predictive_accuracy: 0.9657, prior_entropy: 0.9912, recall: 0.9657, relative_absolute_error: 0.2587, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2038, root_relative_squared_error: 0.4101, scimark_benchmark: 1759.0744, usercpu_time_millis: 5.182, usercpu_time_millis_testing: 0.437, usercpu_time_millis_training: 4.745,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9724, f_measure: 0.9136, kappa: 0.8245, kb_relative_information_score: 931.1378, mean_absolute_error: 0.1762, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9153, predictive_accuracy: 0.914, prior_entropy: 0.9912, recall: 0.914, relative_absolute_error: 0.3567, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2623, root_relative_squared_error: 0.5279, scimark_benchmark: 1867.4545, usercpu_time_millis: 5.354, usercpu_time_millis_testing: 0.418, usercpu_time_millis_training: 4.936,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1271.4172, mean_absolute_error: 0.0448, 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: 0.0907, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0908, root_relative_squared_error: 0.1827, scimark_benchmark: 1478.5822, usercpu_time_millis: 9.89, usercpu_time_millis_testing: 0.85, usercpu_time_millis_training: 9.04,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1314.0054, mean_absolute_error: 0.024, 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: 0.0485, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0908, root_relative_squared_error: 0.1827, scimark_benchmark: 1727.5092, usercpu_time_millis: 8.963, usercpu_time_millis_testing: 0.43, usercpu_time_millis_training: 8.533,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1314.0727, mean_absolute_error: 0.025, 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: 0.0506, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0765, root_relative_squared_error: 0.154, scimark_benchmark: 1043.1398, usercpu_time_millis: 15.475, usercpu_time_millis_testing: 1.151, usercpu_time_millis_training: 14.324,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.3966, kb_relative_information_score: -0.0009, 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: 1758.0509, usercpu_time_millis: 1.61, usercpu_time_millis_testing: 0.28, usercpu_time_millis_training: 1.33,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9767, kappa: 0.9528, kb_relative_information_score: 1247.6014, mean_absolute_error: 0.0493, 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: 0.0998, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1463, root_relative_squared_error: 0.2945, scimark_benchmark: 1860.2646, usercpu_time_millis: 0.073, usercpu_time_millis_testing: 0.018, usercpu_time_millis_training: 0.055,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1202.0695, mean_absolute_error: 0.0754, 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: 0.1527, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1219, root_relative_squared_error: 0.2453, scimark_benchmark: 1779.315, usercpu_time_millis: 2.305, usercpu_time_millis_testing: 0.204, usercpu_time_millis_training: 2.101,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9792, f_measure: 0.9195, kappa: 0.8365, kb_relative_information_score: 979.3681, mean_absolute_error: 0.1564, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.921, predictive_accuracy: 0.9198, prior_entropy: 0.9912, recall: 0.9198, relative_absolute_error: 0.3166, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2485, root_relative_squared_error: 0.5001, scimark_benchmark: 1747.0481, usercpu_time_millis: 0.491, usercpu_time_millis_testing: 0.053, usercpu_time_millis_training: 0.438,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1325.9214, mean_absolute_error: 0.0194, 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: 0.0393, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0757, root_relative_squared_error: 0.1523, scimark_benchmark: 1728.4846, usercpu_time_millis: 1.64, usercpu_time_millis_testing: 0.103, usercpu_time_millis_training: 1.537,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9604, f_measure: 0.8923, kappa: 0.7812, kb_relative_information_score: 525.3301, mean_absolute_error: 0.3337, 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: 0.6757, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3582, root_relative_squared_error: 0.7209, scimark_benchmark: 1733.872, usercpu_time_millis: 2.557, usercpu_time_millis_testing: 0.345, usercpu_time_millis_training: 2.212,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.1203, 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: 1865.4271, usercpu_time_millis: 0.238, usercpu_time_millis_testing: 0.045, usercpu_time_millis_training: 0.193,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.3966, kb_relative_information_score: 0.0488, 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: 1857.1082, usercpu_time_millis: 0.394, usercpu_time_millis_testing: 0.063, usercpu_time_millis_training: 0.331,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9847, kappa: 0.9691, kb_relative_information_score: 1115.2074, mean_absolute_error: 0.1112, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9848, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.2252, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.162, root_relative_squared_error: 0.326, scimark_benchmark: 1853.0623, usercpu_time_millis: 3.672, usercpu_time_millis_testing: 0.283, usercpu_time_millis_training: 3.389,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9789, kappa: 0.9572, kb_relative_information_score: 1180.5514, mean_absolute_error: 0.0804, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9789, predictive_accuracy: 0.9789, prior_entropy: 0.9912, recall: 0.9789, relative_absolute_error: 0.1629, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1515, root_relative_squared_error: 0.3048, scimark_benchmark: 1870.6721, usercpu_time_millis: 4.73, usercpu_time_millis_testing: 0.391, usercpu_time_millis_training: 4.339,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9628, f_measure: 0.8704, kappa: 0.7377, kb_relative_information_score: 742.1912, mean_absolute_error: 0.2522, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8706, predictive_accuracy: 0.8703, prior_entropy: 0.9912, recall: 0.8703, relative_absolute_error: 0.5107, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3022, root_relative_squared_error: 0.6082, scimark_benchmark: 1372.1227, usercpu_time_millis: 0.961, usercpu_time_millis_testing: 0.096, usercpu_time_millis_training: 0.865,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1306.6419, mean_absolute_error: 0.0279, 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: 0.0566, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0855, root_relative_squared_error: 0.172, scimark_benchmark: 1372.1713, usercpu_time_millis: 1.795, usercpu_time_millis_testing: 0.114, usercpu_time_millis_training: 1.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.984, kappa: 0.9675, kb_relative_information_score: 1226.4036, mean_absolute_error: 0.0619, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.984, predictive_accuracy: 0.984, prior_entropy: 0.9912, recall: 0.984, relative_absolute_error: 0.1254, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1301, root_relative_squared_error: 0.2618, scimark_benchmark: 1372.3396, usercpu_time_millis: 5.822, usercpu_time_millis_testing: 0.293, usercpu_time_millis_training: 5.529,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1304.9119, mean_absolute_error: 0.0288, 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: 0.0583, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0856, root_relative_squared_error: 0.1723, scimark_benchmark: 1370.0686, usercpu_time_millis: 10.815, usercpu_time_millis_testing: 0.543, usercpu_time_millis_training: 10.272,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1312.1345, mean_absolute_error: 0.0247, 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: 0.0501, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0923, root_relative_squared_error: 0.1858, scimark_benchmark: 1371.0276, usercpu_time_millis: 12.821, usercpu_time_millis_testing: 0.511, usercpu_time_millis_training: 12.31,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.3966, kb_relative_information_score: -0.0706, 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: 1370.8052, usercpu_time_millis: 1.783, usercpu_time_millis_testing: 0.276, usercpu_time_millis_training: 1.507,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.9701, kappa: 0.9395, kb_relative_information_score: 1186.2074, mean_absolute_error: 0.0757, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9701, predictive_accuracy: 0.9701, prior_entropy: 0.9912, recall: 0.9701, relative_absolute_error: 0.1532, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1608, root_relative_squared_error: 0.3235, scimark_benchmark: 1375.618, usercpu_time_millis: 0.669, usercpu_time_millis_testing: 0.062, usercpu_time_millis_training: 0.607,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9737, f_measure: 0.9007, kappa: 0.7982, kb_relative_information_score: 649.8992, mean_absolute_error: 0.2901, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9056, predictive_accuracy: 0.9016, prior_entropy: 0.9912, recall: 0.9016, relative_absolute_error: 0.5875, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3205, root_relative_squared_error: 0.6451, scimark_benchmark: 1373.7788, usercpu_time_millis: 1.743, usercpu_time_millis_testing: 0.218, usercpu_time_millis_training: 1.525,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1308.8682, mean_absolute_error: 0.0261, 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: 0.0529, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0942, root_relative_squared_error: 0.1895, scimark_benchmark: 1387.3767, usercpu_time_millis: 1.046, usercpu_time_millis_testing: 0.068, usercpu_time_millis_training: 0.978,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9723, kappa: 0.9441, kb_relative_information_score: 1064.9586, mean_absolute_error: 0.1317, 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: 0.2667, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1821, root_relative_squared_error: 0.3664, scimark_benchmark: 1372.5267, usercpu_time_millis: 6.49, usercpu_time_millis_testing: 0.538, usercpu_time_millis_training: 5.952,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.856, kappa: 0.7097, kb_relative_information_score: 657.3029, mean_absolute_error: 0.2831, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8578, predictive_accuracy: 0.8557, prior_entropy: 0.9912, recall: 0.8557, relative_absolute_error: 0.5733, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3351, root_relative_squared_error: 0.6743, scimark_benchmark: 1386.7461, usercpu_time_millis: 3.03, usercpu_time_millis_testing: 0.336, usercpu_time_millis_training: 2.694,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9594, f_measure: 0.8924, kappa: 0.7815, kb_relative_information_score: 517.2962, mean_absolute_error: 0.3365, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8986, predictive_accuracy: 0.8936, prior_entropy: 0.9912, recall: 0.8936, relative_absolute_error: 0.6814, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.36, root_relative_squared_error: 0.7245, scimark_benchmark: 1376.2937, usercpu_time_millis: 0.282, usercpu_time_millis_testing: 0.049, usercpu_time_millis_training: 0.233,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3966, kb_relative_information_score: -0.0388, 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: 1378.092, usercpu_time_millis: 2.022, usercpu_time_millis_testing: 0.373, usercpu_time_millis_training: 1.649,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9745, kappa: 0.9484, kb_relative_information_score: 1210.6819, mean_absolute_error: 0.0667, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9745, predictive_accuracy: 0.9745, prior_entropy: 0.9912, recall: 0.9745, relative_absolute_error: 0.1351, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1478, root_relative_squared_error: 0.2974, scimark_benchmark: 1377.1553, usercpu_time_millis: 5.379, usercpu_time_millis_testing: 0.256, usercpu_time_millis_training: 5.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.3966, kb_relative_information_score: 0.0037, 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: 1374.6555, usercpu_time_millis: 1.103, usercpu_time_millis_testing: 0.186, usercpu_time_millis_training: 0.917,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.973, kappa: 0.9454, kb_relative_information_score: 1156.4846, mean_absolute_error: 0.0897, 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: 0.1817, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1638, root_relative_squared_error: 0.3296, scimark_benchmark: 1377.2066, usercpu_time_millis: 3.814, usercpu_time_millis_testing: 0.253, usercpu_time_millis_training: 3.561,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.0899, 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: 1369.2891, usercpu_time_millis: 0.755, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.642,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.9832, kappa: 0.966, kb_relative_information_score: 1237.0869, mean_absolute_error: 0.0567, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9833, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.1148, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1296, root_relative_squared_error: 0.2607, scimark_benchmark: 1382.1722, usercpu_time_millis: 7.684, usercpu_time_millis_testing: 0.421, usercpu_time_millis_training: 7.263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1329.1175, mean_absolute_error: 0.0164, 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: 0.0332, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0987, root_relative_squared_error: 0.1986, scimark_benchmark: 1380.5322, usercpu_time_millis: 12.995, usercpu_time_millis_testing: 0.505, usercpu_time_millis_training: 12.49,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1292.9862, mean_absolute_error: 0.0345, 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: 0.0698, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0878, root_relative_squared_error: 0.1768, scimark_benchmark: 1372.13, usercpu_time_millis: 0.98, usercpu_time_millis_testing: 0.08, usercpu_time_millis_training: 0.9,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9959, f_measure: 0.9738, kappa: 0.9469, kb_relative_information_score: 1192.6795, mean_absolute_error: 0.0738, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9738, predictive_accuracy: 0.9738, prior_entropy: 0.9912, recall: 0.9738, relative_absolute_error: 0.1495, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1569, root_relative_squared_error: 0.3158, scimark_benchmark: 1387.0282, usercpu_time_millis: 9.54, usercpu_time_millis_testing: 0.496, usercpu_time_millis_training: 9.044,

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