OpenML
Supervised Classification on banknote-authentication

Supervised Classification on banknote-authentication

Task 145834 Supervised Classification banknote-authentication 43621 runs submitted
0 likes downloaded by 0 people , 0 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

43621 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: 0.9997, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1320.0835, mean_absolute_error: 0.021, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0426, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0859, root_relative_squared_error: 0.1729, scimark_benchmark: 1868.1196, usercpu_time_millis: 2.1, usercpu_time_millis_testing: 0.128, usercpu_time_millis_training: 1.972,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9323, f_measure: 0.8908, kappa: 0.7782, kb_relative_information_score: 413.2909, mean_absolute_error: 0.3725, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8979, predictive_accuracy: 0.8921, prior_entropy: 0.9912, recall: 0.8921, relative_absolute_error: 0.7543, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.389, root_relative_squared_error: 0.7829, scimark_benchmark: 1811.5277, usercpu_time_millis: 2.023, usercpu_time_millis_testing: 0.374, usercpu_time_millis_training: 1.649,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: 0.0353, 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: 1852.8712, usercpu_time_millis: 1.877, usercpu_time_millis_testing: 0.333, usercpu_time_millis_training: 1.544,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9826, f_measure: 0.9276, kappa: 0.8532, kb_relative_information_score: 1047.1342, mean_absolute_error: 0.1278, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9283, predictive_accuracy: 0.9278, prior_entropy: 0.9912, recall: 0.9278, relative_absolute_error: 0.2587, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2314, root_relative_squared_error: 0.4657, scimark_benchmark: 1865.3572, usercpu_time_millis: 0.635, usercpu_time_millis_testing: 0.049, usercpu_time_millis_training: 0.586,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1279.3492, mean_absolute_error: 0.0379, 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: 0.0767, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1171, root_relative_squared_error: 0.2357, scimark_benchmark: 1869.6309, usercpu_time_millis: 1.62, usercpu_time_millis_testing: 0.072, usercpu_time_millis_training: 1.548,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1301.2315, mean_absolute_error: 0.0297, 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: 0.06, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0922, root_relative_squared_error: 0.1856, scimark_benchmark: 1853.7115, usercpu_time_millis: 0.532, usercpu_time_millis_testing: 0.035, usercpu_time_millis_training: 0.497,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9867, f_measure: 0.9349, kappa: 0.868, kb_relative_information_score: 1045.8732, mean_absolute_error: 0.1309, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9357, predictive_accuracy: 0.9351, prior_entropy: 0.9912, recall: 0.9351, relative_absolute_error: 0.265, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.223, root_relative_squared_error: 0.4488, scimark_benchmark: 1827.1175, usercpu_time_millis: 0.903, usercpu_time_millis_testing: 0.068, usercpu_time_millis_training: 0.835,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.932, kappa: 0.8619, kb_relative_information_score: 1032.995, mean_absolute_error: 0.136, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9331, predictive_accuracy: 0.9322, prior_entropy: 0.9912, recall: 0.9322, relative_absolute_error: 0.2754, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2283, root_relative_squared_error: 0.4594, scimark_benchmark: 1807.3702, usercpu_time_millis: 4.327, usercpu_time_millis_testing: 0.359, usercpu_time_millis_training: 3.968,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: -0.0469, 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: 1837.1843, usercpu_time_millis: 1.019, usercpu_time_millis_testing: 0.18, usercpu_time_millis_training: 0.839,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9663, f_measure: 0.8893, kappa: 0.7752, kb_relative_information_score: 565.1009, mean_absolute_error: 0.3201, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8967, predictive_accuracy: 0.8907, prior_entropy: 0.9912, recall: 0.8907, relative_absolute_error: 0.6481, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3461, root_relative_squared_error: 0.6965, scimark_benchmark: 1819.8553, usercpu_time_millis: 1.254, usercpu_time_millis_testing: 0.17, usercpu_time_millis_training: 1.084,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.9119, kappa: 0.821, kb_relative_information_score: 849.699, mean_absolute_error: 0.2122, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9153, predictive_accuracy: 0.9125, prior_entropy: 0.9912, recall: 0.9125, relative_absolute_error: 0.4296, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2698, root_relative_squared_error: 0.5428, scimark_benchmark: 1803.2198, usercpu_time_millis: 1.551, usercpu_time_millis_testing: 0.152, usercpu_time_millis_training: 1.399,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.3966, kb_relative_information_score: 0.0732, 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: 1825.8609, usercpu_time_millis: 0.234, usercpu_time_millis_testing: 0.049, usercpu_time_millis_training: 0.185,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9776, f_measure: 0.918, kappa: 0.8335, kb_relative_information_score: 973.7786, mean_absolute_error: 0.1584, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9197, predictive_accuracy: 0.9184, prior_entropy: 0.9912, recall: 0.9184, relative_absolute_error: 0.3207, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2539, root_relative_squared_error: 0.5109, scimark_benchmark: 1801.8401, usercpu_time_millis: 1.84, usercpu_time_millis_testing: 0.137, usercpu_time_millis_training: 1.703,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9891, kappa: 0.9778, kb_relative_information_score: 1288.5578, mean_absolute_error: 0.0353, 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: 0.0715, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0979, root_relative_squared_error: 0.197, scimark_benchmark: 1788.9872, usercpu_time_millis: 2.804, usercpu_time_millis_testing: 0.206, usercpu_time_millis_training: 2.598,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9905, f_measure: 0.9489, kappa: 0.8964, kb_relative_information_score: 1076.233, mean_absolute_error: 0.1195, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9491, predictive_accuracy: 0.949, prior_entropy: 0.9912, recall: 0.949, relative_absolute_error: 0.242, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2069, root_relative_squared_error: 0.4163, scimark_benchmark: 1807.3041, usercpu_time_millis: 3.765, usercpu_time_millis_testing: 0.398, usercpu_time_millis_training: 3.367,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9832, kappa: 0.9661, kb_relative_information_score: 1121.5893, mean_absolute_error: 0.1082, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9832, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.2191, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1614, root_relative_squared_error: 0.3248, scimark_benchmark: 1823.9243, usercpu_time_millis: 0.765, usercpu_time_millis_testing: 0.069, usercpu_time_millis_training: 0.696,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.3966, kb_relative_information_score: -0.0073, 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: 1838.1863, usercpu_time_millis: 0.606, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.501,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9912, f_measure: 0.9606, kappa: 0.9203, kb_relative_information_score: 1045.062, mean_absolute_error: 0.1353, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9606, predictive_accuracy: 0.9606, prior_entropy: 0.9912, recall: 0.9606, relative_absolute_error: 0.274, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2076, root_relative_squared_error: 0.4179, scimark_benchmark: 1811.4275, usercpu_time_millis: 2.406, usercpu_time_millis_testing: 0.245, usercpu_time_millis_training: 2.161,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: -0.2307, 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: 1791.8147, usercpu_time_millis: 1.151, usercpu_time_millis_testing: 0.171, usercpu_time_millis_training: 0.98,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9467, kappa: 0.892, kb_relative_information_score: 1105.9157, mean_absolute_error: 0.1074, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9469, predictive_accuracy: 0.9468, prior_entropy: 0.9912, recall: 0.9468, relative_absolute_error: 0.2175, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1982, root_relative_squared_error: 0.3988, scimark_benchmark: 1812.3043, usercpu_time_millis: 2.587, usercpu_time_millis_testing: 0.16, usercpu_time_millis_training: 2.427,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.984, kappa: 0.9675, kb_relative_information_score: 1223.4987, mean_absolute_error: 0.0632, 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: 0.1279, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.129, root_relative_squared_error: 0.2595, scimark_benchmark: 1804.2247, usercpu_time_millis: 0.544, usercpu_time_millis_testing: 0.042, usercpu_time_millis_training: 0.502,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1248.7819, mean_absolute_error: 0.0535, 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: 0.1084, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1105, root_relative_squared_error: 0.2224, scimark_benchmark: 1801.4745, usercpu_time_millis: 6.332, usercpu_time_millis_testing: 0.572, usercpu_time_millis_training: 5.76,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9737, f_measure: 0.9014, kappa: 0.7997, kb_relative_information_score: 648.5022, mean_absolute_error: 0.2905, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9065, predictive_accuracy: 0.9023, prior_entropy: 0.9912, recall: 0.9023, relative_absolute_error: 0.5882, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3214, root_relative_squared_error: 0.6467, scimark_benchmark: 1811.9223, usercpu_time_millis: 2.247, usercpu_time_millis_testing: 0.293, usercpu_time_millis_training: 1.954,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9759, kappa: 0.9512, kb_relative_information_score: 1201.5528, mean_absolute_error: 0.0708, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9761, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.1433, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1462, root_relative_squared_error: 0.2942, scimark_benchmark: 1783.1767, usercpu_time_millis: 4.67, usercpu_time_millis_testing: 0.577, usercpu_time_millis_training: 4.093,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8855, f_measure: 0.851, kappa: 0.6996, kb_relative_information_score: 732.009, mean_absolute_error: 0.251, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.853, predictive_accuracy: 0.8506, prior_entropy: 0.9912, recall: 0.8506, relative_absolute_error: 0.5082, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3452, root_relative_squared_error: 0.6946, scimark_benchmark: 1808.413, usercpu_time_millis: 0.991, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 0.89,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1181.5129, mean_absolute_error: 0.0832, 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: 0.1685, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1362, root_relative_squared_error: 0.2741, scimark_benchmark: 1811.2727, usercpu_time_millis: 0.413, usercpu_time_millis_testing: 0.047, usercpu_time_millis_training: 0.366,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9235, f_measure: 0.8502, kappa: 0.6981, kb_relative_information_score: 745.3848, mean_absolute_error: 0.2451, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8522, predictive_accuracy: 0.8499, prior_entropy: 0.9912, recall: 0.8499, relative_absolute_error: 0.4962, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3377, root_relative_squared_error: 0.6795, scimark_benchmark: 1776.7695, usercpu_time_millis: 3.774, usercpu_time_millis_testing: 0.442, usercpu_time_millis_training: 3.332,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9492, f_measure: 0.8653, kappa: 0.7276, kb_relative_information_score: 619.1553, mean_absolute_error: 0.2985, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8657, predictive_accuracy: 0.8652, prior_entropy: 0.9912, recall: 0.8652, relative_absolute_error: 0.6045, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3372, root_relative_squared_error: 0.6786, scimark_benchmark: 1810.0644, usercpu_time_millis: 0.535, usercpu_time_millis_testing: 0.05, usercpu_time_millis_training: 0.485,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1258.1536, mean_absolute_error: 0.0472, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9862, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.0956, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1223, root_relative_squared_error: 0.2462, scimark_benchmark: 1811.9223, usercpu_time_millis: 2.111, usercpu_time_millis_testing: 0.148, usercpu_time_millis_training: 1.963,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9564, f_measure: 0.8568, kappa: 0.7112, kb_relative_information_score: 762.1147, mean_absolute_error: 0.2412, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8586, predictive_accuracy: 0.8564, prior_entropy: 0.9912, recall: 0.8564, relative_absolute_error: 0.4884, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3125, root_relative_squared_error: 0.6289, scimark_benchmark: 1812.3071, usercpu_time_millis: 1.327, usercpu_time_millis_testing: 0.129, usercpu_time_millis_training: 1.198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8877, f_measure: 0.851, kappa: 0.6996, kb_relative_information_score: 731.8178, mean_absolute_error: 0.251, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.853, predictive_accuracy: 0.8506, prior_entropy: 0.9912, recall: 0.8506, relative_absolute_error: 0.5083, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3449, root_relative_squared_error: 0.694, scimark_benchmark: 1807.7963, usercpu_time_millis: 3.38, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 2.997,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9806, f_measure: 0.9067, kappa: 0.8104, kb_relative_information_score: 740.7205, mean_absolute_error: 0.2559, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9107, predictive_accuracy: 0.9074, prior_entropy: 0.9912, recall: 0.9074, relative_absolute_error: 0.5181, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2946, root_relative_squared_error: 0.5928, scimark_benchmark: 1803.8609, usercpu_time_millis: 1.21, usercpu_time_millis_testing: 0.154, usercpu_time_millis_training: 1.056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1197.5723, mean_absolute_error: 0.0749, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9847, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1374, root_relative_squared_error: 0.2764, scimark_benchmark: 1779.2734, usercpu_time_millis: 1.248, usercpu_time_millis_testing: 0.093, usercpu_time_millis_training: 1.155,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1287.0001, mean_absolute_error: 0.0366, 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: 0.0741, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0936, root_relative_squared_error: 0.1883, scimark_benchmark: 1799.2374, usercpu_time_millis: 0.354, usercpu_time_millis_testing: 0.027, usercpu_time_millis_training: 0.327,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.8931, kappa: 0.7828, kb_relative_information_score: 537.9167, mean_absolute_error: 0.3292, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8997, predictive_accuracy: 0.8943, prior_entropy: 0.9912, recall: 0.8943, relative_absolute_error: 0.6666, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3548, root_relative_squared_error: 0.7139, scimark_benchmark: 1807.9211, usercpu_time_millis: 0.596, usercpu_time_millis_testing: 0.061, usercpu_time_millis_training: 0.535,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1303.8263, mean_absolute_error: 0.0284, 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: 0.0575, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0923, root_relative_squared_error: 0.1856, scimark_benchmark: 1868.0738, usercpu_time_millis: 9.915, usercpu_time_millis_testing: 0.654, usercpu_time_millis_training: 9.261,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9946, f_measure: 0.9687, kappa: 0.9365, kb_relative_information_score: 1243.5219, mean_absolute_error: 0.0492, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9687, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.0997, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1553, root_relative_squared_error: 0.3126, scimark_benchmark: 1864.3739, usercpu_time_millis: 11.025, usercpu_time_millis_testing: 0.627, usercpu_time_millis_training: 10.398,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1281.8184, mean_absolute_error: 0.0376, 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: 0.0762, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1098, root_relative_squared_error: 0.2209, scimark_benchmark: 1869.1029, usercpu_time_millis: 9.675, usercpu_time_millis_testing: 0.661, usercpu_time_millis_training: 9.014,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1290.4415, mean_absolute_error: 0.0341, 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: 0.069, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1049, root_relative_squared_error: 0.2111, scimark_benchmark: 1850.3214, usercpu_time_millis: 8.336, usercpu_time_millis_testing: 0.526, usercpu_time_millis_training: 7.81,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1293.9847, mean_absolute_error: 0.0326, 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: 0.0659, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1026, root_relative_squared_error: 0.2064, scimark_benchmark: 1874.977, usercpu_time_millis: 11.059, usercpu_time_millis_testing: 0.677, usercpu_time_millis_training: 10.382,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1236.4493, mean_absolute_error: 0.0581, 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: 0.1177, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1199, root_relative_squared_error: 0.2412, scimark_benchmark: 1873.4805, usercpu_time_millis: 5.661, usercpu_time_millis_testing: 0.625, usercpu_time_millis_training: 5.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9752, kappa: 0.9498, kb_relative_information_score: 1177.4022, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9752, predictive_accuracy: 0.9752, prior_entropy: 0.9912, recall: 0.9752, relative_absolute_error: 0.1618, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1619, root_relative_squared_error: 0.3258, scimark_benchmark: 1866.0068, usercpu_time_millis: 7.047, usercpu_time_millis_testing: 0.667, usercpu_time_millis_training: 6.38,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1240.2802, mean_absolute_error: 0.057, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9883, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1155, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1155, root_relative_squared_error: 0.2324, scimark_benchmark: 1862.1704, usercpu_time_millis: 3.997, usercpu_time_millis_testing: 0.373, usercpu_time_millis_training: 3.624,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1155.5662, mean_absolute_error: 0.0943, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9862, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.1909, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1463, root_relative_squared_error: 0.2943, scimark_benchmark: 1859.2172, usercpu_time_millis: 5.24, usercpu_time_millis_testing: 0.718, usercpu_time_millis_training: 4.522,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1251.3065, mean_absolute_error: 0.0534, 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: 0.1081, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1029, root_relative_squared_error: 0.2072, scimark_benchmark: 1863.4543, usercpu_time_millis: 3.276, usercpu_time_millis_testing: 0.344, usercpu_time_millis_training: 2.932,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9401, kappa: 0.8784, kb_relative_information_score: 992.299, mean_absolute_error: 0.1558, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9407, predictive_accuracy: 0.9402, prior_entropy: 0.9912, recall: 0.9402, relative_absolute_error: 0.3154, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2277, root_relative_squared_error: 0.4582, scimark_benchmark: 1873.8058, usercpu_time_millis: 4.755, usercpu_time_millis_testing: 0.528, usercpu_time_millis_training: 4.227,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9781, kappa: 0.9557, kb_relative_information_score: 1163.9598, mean_absolute_error: 0.0878, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9782, predictive_accuracy: 0.9781, prior_entropy: 0.9912, recall: 0.9781, relative_absolute_error: 0.1779, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1565, root_relative_squared_error: 0.315, scimark_benchmark: 1869.1727, usercpu_time_millis: 3.235, usercpu_time_millis_testing: 0.262, usercpu_time_millis_training: 2.973,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1302.0232, mean_absolute_error: 0.0289, 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: 0.0585, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1004, root_relative_squared_error: 0.202, scimark_benchmark: 1855.6011, usercpu_time_millis: 3.583, usercpu_time_millis_testing: 0.223, usercpu_time_millis_training: 3.36,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.9789, kappa: 0.9572, kb_relative_information_score: 1077.3031, mean_absolute_error: 0.1262, 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: 0.2555, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1852.4167, usercpu_time_millis: 3.591, usercpu_time_millis_testing: 0.455, usercpu_time_millis_training: 3.136,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1137.0294, mean_absolute_error: 0.1017, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9862, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.206, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.155, root_relative_squared_error: 0.3119, scimark_benchmark: 1861.8971, usercpu_time_millis: 5.208, usercpu_time_millis_testing: 0.889, usercpu_time_millis_training: 4.319,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1279.0547, mean_absolute_error: 0.0403, 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: 0.0815, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0964, root_relative_squared_error: 0.194, scimark_benchmark: 1856.3652, usercpu_time_millis: 5.6, usercpu_time_millis_testing: 0.442, usercpu_time_millis_training: 5.158,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.3966, kb_relative_information_score: 0.016, 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: 1872.9496, usercpu_time_millis: 1.742, usercpu_time_millis_testing: 0.258, usercpu_time_millis_training: 1.484,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: 0.0707, 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: 1865.5041, usercpu_time_millis: 2.202, usercpu_time_millis_testing: 0.379, usercpu_time_millis_training: 1.823,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1112.5119, mean_absolute_error: 0.1122, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9847, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.2272, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1634, root_relative_squared_error: 0.3288, scimark_benchmark: 1867.5457, usercpu_time_millis: 2.267, usercpu_time_millis_testing: 0.269, usercpu_time_millis_training: 1.998,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5008, f_measure: 0.3966, kb_relative_information_score: 0.0582, 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: 1864.9656, usercpu_time_millis: 2.629, usercpu_time_millis_testing: 0.373, usercpu_time_millis_training: 2.256,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.9767, kappa: 0.9527, kb_relative_information_score: 1200.9, mean_absolute_error: 0.0708, 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: 0.1434, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1508, root_relative_squared_error: 0.3034, scimark_benchmark: 1859.7394, usercpu_time_millis: 3.859, usercpu_time_millis_testing: 0.31, usercpu_time_millis_training: 3.549,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1304.1913, mean_absolute_error: 0.028, 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: 0.0566, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0991, root_relative_squared_error: 0.1995, scimark_benchmark: 1869.6247, usercpu_time_millis: 3.075, usercpu_time_millis_testing: 0.173, usercpu_time_millis_training: 2.902,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1302.4497, mean_absolute_error: 0.0285, 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: 0.0578, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.102, root_relative_squared_error: 0.2053, scimark_benchmark: 1873.9908, usercpu_time_millis: 3.028, usercpu_time_millis_testing: 0.156, usercpu_time_millis_training: 2.872,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -0.0598, 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: 1873.4078, usercpu_time_millis: 1.907, usercpu_time_millis_testing: 0.333, usercpu_time_millis_training: 1.574,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.9401, kappa: 0.8784, kb_relative_information_score: 1036.1142, mean_absolute_error: 0.135, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9407, predictive_accuracy: 0.9402, prior_entropy: 0.9912, recall: 0.9402, relative_absolute_error: 0.2733, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4537, scimark_benchmark: 1862.932, usercpu_time_millis: 1.894, usercpu_time_millis_testing: 0.18, usercpu_time_millis_training: 1.714,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: -0.0323, 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: 1865.3572, usercpu_time_millis: 1.929, usercpu_time_millis_testing: 0.346, usercpu_time_millis_training: 1.583,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9628, f_measure: 0.8762, kappa: 0.7497, kb_relative_information_score: 715.7012, mean_absolute_error: 0.2627, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8765, predictive_accuracy: 0.8761, prior_entropy: 0.9912, recall: 0.8761, relative_absolute_error: 0.5318, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3089, root_relative_squared_error: 0.6215, scimark_benchmark: 1867.725, usercpu_time_millis: 2.206, usercpu_time_millis_testing: 0.459, usercpu_time_millis_training: 1.747,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9918, f_measure: 0.9606, kappa: 0.9203, kb_relative_information_score: 1065.8073, mean_absolute_error: 0.1263, 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: 0.2557, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2031, root_relative_squared_error: 0.4087, scimark_benchmark: 1860.9934, usercpu_time_millis: 2.93, usercpu_time_millis_testing: 0.258, usercpu_time_millis_training: 2.672,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9881, f_measure: 0.9349, kappa: 0.8679, kb_relative_information_score: 985.9509, mean_absolute_error: 0.1581, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9359, predictive_accuracy: 0.9351, prior_entropy: 0.9912, recall: 0.9351, relative_absolute_error: 0.3201, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2303, root_relative_squared_error: 0.4635, scimark_benchmark: 1869.1029, usercpu_time_millis: 2.073, usercpu_time_millis_testing: 0.208, usercpu_time_millis_training: 1.865,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1304.9622, mean_absolute_error: 0.0279, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9877, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.0564, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0917, root_relative_squared_error: 0.1845, scimark_benchmark: 1839.9801, usercpu_time_millis: 1.265, usercpu_time_millis_testing: 0.211, usercpu_time_millis_training: 1.054,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: 0.0347, 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: 1859.1995, usercpu_time_millis: 1.738, usercpu_time_millis_testing: 0.303, usercpu_time_millis_training: 1.435,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1295.7324, mean_absolute_error: 0.0323, 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: 0.0654, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0931, root_relative_squared_error: 0.1874, scimark_benchmark: 1861.9586, usercpu_time_millis: 5.446, usercpu_time_millis_testing: 0.454, usercpu_time_millis_training: 4.992,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9968, f_measure: 0.9759, kappa: 0.9512, kb_relative_information_score: 1185.0736, mean_absolute_error: 0.0773, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.976, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.1564, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1576, root_relative_squared_error: 0.3171, scimark_benchmark: 1871.8964, usercpu_time_millis: 8.672, usercpu_time_millis_testing: 0.68, usercpu_time_millis_training: 7.992,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1229.691, mean_absolute_error: 0.0618, 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: 0.1252, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1198, root_relative_squared_error: 0.241, scimark_benchmark: 1868.6447, usercpu_time_millis: 0.105, usercpu_time_millis_testing: 0.02, usercpu_time_millis_training: 0.085,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1242.744, mean_absolute_error: 0.0571, 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: 0.1156, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1075, root_relative_squared_error: 0.2163, scimark_benchmark: 1865.3572, usercpu_time_millis: 8.36, usercpu_time_millis_testing: 1.126, usercpu_time_millis_training: 7.234,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9854, kappa: 0.9704, kb_relative_information_score: 1312.6881, mean_absolute_error: 0.0231, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9855, predictive_accuracy: 0.9854, prior_entropy: 0.9912, recall: 0.9854, relative_absolute_error: 0.0467, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1071, root_relative_squared_error: 0.2155, scimark_benchmark: 1862.932, usercpu_time_millis: 9.431, usercpu_time_millis_testing: 0.588, usercpu_time_millis_training: 8.843,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9626, f_measure: 0.876, kappa: 0.7489, kb_relative_information_score: 723.0263, mean_absolute_error: 0.2601, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.876, predictive_accuracy: 0.8761, prior_entropy: 0.9912, recall: 0.8761, relative_absolute_error: 0.5266, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3068, root_relative_squared_error: 0.6173, scimark_benchmark: 1869.2942, usercpu_time_millis: 1.01, usercpu_time_millis_testing: 0.095, usercpu_time_millis_training: 0.915,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1159.1651, mean_absolute_error: 0.0928, 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: 0.1878, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.145, root_relative_squared_error: 0.2917, scimark_benchmark: 1863.8001, usercpu_time_millis: 1.041, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.934,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9658, kappa: 0.9307, kb_relative_information_score: 1084.5, mean_absolute_error: 0.1194, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9658, predictive_accuracy: 0.9657, prior_entropy: 0.9912, recall: 0.9657, relative_absolute_error: 0.2418, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1919, root_relative_squared_error: 0.3861, scimark_benchmark: 1860.4711, usercpu_time_millis: 3.784, usercpu_time_millis_testing: 0.36, usercpu_time_millis_training: 3.424,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1283.1431, mean_absolute_error: 0.0383, 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: 0.0775, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0959, root_relative_squared_error: 0.1929, scimark_benchmark: 1870.742, usercpu_time_millis: 3.96, usercpu_time_millis_testing: 0.324, usercpu_time_millis_training: 3.636,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1281.7397, mean_absolute_error: 0.0396, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9934, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0801, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0912, root_relative_squared_error: 0.1836, scimark_benchmark: 1866.9264, usercpu_time_millis: 4.61, usercpu_time_millis_testing: 0.441, usercpu_time_millis_training: 4.169,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1252.3473, mean_absolute_error: 0.0525, 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: 0.1062, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1058, root_relative_squared_error: 0.213, scimark_benchmark: 1863.87, usercpu_time_millis: 0.454, usercpu_time_millis_testing: 0.169, usercpu_time_millis_training: 0.285,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1253.052, mean_absolute_error: 0.0494, 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: 0.1001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.2527, scimark_benchmark: 1863.4543, usercpu_time_millis: 9.835, usercpu_time_millis_testing: 0.694, usercpu_time_millis_training: 9.141,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.3966, kb_relative_information_score: -0.1754, 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: 1861.6424, usercpu_time_millis: 0.557, usercpu_time_millis_testing: 0.072, usercpu_time_millis_training: 0.485,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9796, kappa: 0.9586, kb_relative_information_score: 1233.358, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9798, predictive_accuracy: 0.9796, prior_entropy: 0.9912, recall: 0.9796, relative_absolute_error: 0.1157, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1364, root_relative_squared_error: 0.2744, scimark_benchmark: 1865.4271, usercpu_time_millis: 5.308, usercpu_time_millis_testing: 0.494, usercpu_time_millis_training: 4.814,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1232.1081, mean_absolute_error: 0.0587, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9847, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.1188, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.131, root_relative_squared_error: 0.2637, scimark_benchmark: 1874.4489, usercpu_time_millis: 5.963, usercpu_time_millis_testing: 0.397, usercpu_time_millis_training: 5.566,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9952, f_measure: 0.9628, kappa: 0.9246, kb_relative_information_score: 1155.4489, mean_absolute_error: 0.0882, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9629, predictive_accuracy: 0.9628, prior_entropy: 0.9912, recall: 0.9628, relative_absolute_error: 0.1787, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1732, root_relative_squared_error: 0.3485, scimark_benchmark: 1867.5457, usercpu_time_millis: 5.497, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 5.085,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9918, f_measure: 0.9467, kappa: 0.8919, kb_relative_information_score: 1112.8484, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9471, predictive_accuracy: 0.9468, prior_entropy: 0.9912, recall: 0.9468, relative_absolute_error: 0.2101, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1956, root_relative_squared_error: 0.3936, scimark_benchmark: 1869.6309, usercpu_time_millis: 4.366, usercpu_time_millis_testing: 0.401, usercpu_time_millis_training: 3.965,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1314.5894, mean_absolute_error: 0.0222, 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: 0.0449, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1068, root_relative_squared_error: 0.2149, scimark_benchmark: 1866.1679, usercpu_time_millis: 10.663, usercpu_time_millis_testing: 0.64, usercpu_time_millis_training: 10.023,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1227.5657, mean_absolute_error: 0.0631, 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: 0.1278, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1192, root_relative_squared_error: 0.2399, scimark_benchmark: 1756.2783, usercpu_time_millis: 0.346, usercpu_time_millis_testing: 0.031, usercpu_time_millis_training: 0.315,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1284.7767, mean_absolute_error: 0.0363, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0734, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1083, root_relative_squared_error: 0.2179, scimark_benchmark: 1863.9124, usercpu_time_millis: 8.275, usercpu_time_millis_testing: 0.639, usercpu_time_millis_training: 7.636,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1316.1645, mean_absolute_error: 0.0229, 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: 0.0463, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0864, root_relative_squared_error: 0.1738, scimark_benchmark: 1871.9676, usercpu_time_millis: 8.765, usercpu_time_millis_testing: 0.631, usercpu_time_millis_training: 8.134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9761, f_measure: 0.9135, kappa: 0.8244, kb_relative_information_score: 945.5332, mean_absolute_error: 0.1703, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9157, predictive_accuracy: 0.914, prior_entropy: 0.9912, recall: 0.914, relative_absolute_error: 0.3448, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.5189, scimark_benchmark: 1575.3633, usercpu_time_millis: 2.446, usercpu_time_millis_testing: 0.274, usercpu_time_millis_training: 2.172,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1235.0449, mean_absolute_error: 0.0595, 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: 0.1204, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1174, root_relative_squared_error: 0.2362, scimark_benchmark: 1867.6581, usercpu_time_millis: 2.149, usercpu_time_millis_testing: 0.169, usercpu_time_millis_training: 1.98,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9737, kappa: 0.9467, kb_relative_information_score: 1199.4592, mean_absolute_error: 0.0703, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9739, predictive_accuracy: 0.9738, prior_entropy: 0.9912, recall: 0.9738, relative_absolute_error: 0.1424, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1551, root_relative_squared_error: 0.312, scimark_benchmark: 1870.4545, usercpu_time_millis: 0.199, usercpu_time_millis_testing: 0.138, usercpu_time_millis_training: 0.061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.91, kappa: 0.8174, kb_relative_information_score: 905.481, mean_absolute_error: 0.1865, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.911, predictive_accuracy: 0.9104, prior_entropy: 0.9912, recall: 0.9104, relative_absolute_error: 0.3776, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2667, root_relative_squared_error: 0.5366, scimark_benchmark: 1877.2162, usercpu_time_millis: 1.308, usercpu_time_millis_testing: 0.137, usercpu_time_millis_training: 1.171,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9167, kappa: 0.831, kb_relative_information_score: 1003.6954, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9172, predictive_accuracy: 0.9169, prior_entropy: 0.9912, recall: 0.9169, relative_absolute_error: 0.2905, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2559, root_relative_squared_error: 0.5149, scimark_benchmark: 1862.932, usercpu_time_millis: 5.193, usercpu_time_millis_testing: 0.413, usercpu_time_millis_training: 4.78,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9606, f_measure: 0.8923, kappa: 0.7812, kb_relative_information_score: 515.8133, mean_absolute_error: 0.3372, 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: 0.6828, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3604, root_relative_squared_error: 0.7252, scimark_benchmark: 1865.8853, usercpu_time_millis: 0.929, usercpu_time_millis_testing: 0.12, usercpu_time_millis_training: 0.809,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1289.8289, mean_absolute_error: 0.0355, 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: 0.0718, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0914, root_relative_squared_error: 0.184, scimark_benchmark: 1861.8971, usercpu_time_millis: 9.36, usercpu_time_millis_testing: 0.919, usercpu_time_millis_training: 8.441,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1131.1151, mean_absolute_error: 0.1045, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9862, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.2116, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1561, root_relative_squared_error: 0.3142, scimark_benchmark: 1571.1186, usercpu_time_millis: 1.883, usercpu_time_millis_testing: 0.21, usercpu_time_millis_training: 1.673,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9774, kappa: 0.9541, kb_relative_information_score: 1222.431, mean_absolute_error: 0.0613, 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: 0.1242, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1426, root_relative_squared_error: 0.2869, scimark_benchmark: 1862.932, usercpu_time_millis: 2.112, usercpu_time_millis_testing: 0.203, usercpu_time_millis_training: 1.909,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1316.5621, mean_absolute_error: 0.0231, 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: 0.0467, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0819, root_relative_squared_error: 0.1648, scimark_benchmark: 1863.0756, usercpu_time_millis: 8.395, usercpu_time_millis_testing: 0.875, usercpu_time_millis_training: 7.52,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1152.5167, mean_absolute_error: 0.0957, 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: 0.1938, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1467, root_relative_squared_error: 0.2953, scimark_benchmark: 1862.932, usercpu_time_millis: 1.356, usercpu_time_millis_testing: 0.137, usercpu_time_millis_training: 1.219,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1230.9898, mean_absolute_error: 0.0611, 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: 0.1238, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1195, root_relative_squared_error: 0.2405, scimark_benchmark: 1860.0254, usercpu_time_millis: 5.259, usercpu_time_millis_testing: 0.51, usercpu_time_millis_training: 4.749,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.984, kappa: 0.9675, kb_relative_information_score: 1196.9508, mean_absolute_error: 0.075, 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: 0.1519, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1372, root_relative_squared_error: 0.2761, scimark_benchmark: 1851.3591, usercpu_time_millis: 3.078, usercpu_time_millis_testing: 0.358, usercpu_time_millis_training: 2.72,

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