OpenML
Supervised Classification on synthetic_control

Supervised Classification on synthetic_control

Task 3512 Supervised Classification synthetic_control 12631 runs submitted
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  • OpenML100 study_1 study_107 study_123 study_14 study_7 under100k under1m
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12631 Runs

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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.5722, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 12.9713, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3732, root_relative_squared_error: 1.0014,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.0725, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 19.4843, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3741, root_relative_squared_error: 1.0038,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 11.1939, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3731, root_relative_squared_error: 1.0011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 7.6385, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9754, kappa: 0.446, kb_relative_information_score: 7.8984, mean_absolute_error: 0.2764, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.5383, prior_entropy: 2.585, recall: 0.5383, relative_absolute_error: 0.9952, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3709, root_relative_squared_error: 0.9952,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 14.7831, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3735, root_relative_squared_error: 1.0021,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.7074, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.8246, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 16.1113, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3739, root_relative_squared_error: 1.0034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 21.5572, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3742, root_relative_squared_error: 1.0042,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9897, f_measure: 0.9057, kappa: 0.888, kb_relative_information_score: 446.1557, mean_absolute_error: 0.1134, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9075, predictive_accuracy: 0.9067, prior_entropy: 2.585, recall: 0.9067, relative_absolute_error: 0.4082, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1882, root_relative_squared_error: 0.5049,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 16.6455, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3735, root_relative_squared_error: 1.0021,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.4832, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.1195, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.5245, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9737, f_measure: 0.8591, kappa: 0.832, kb_relative_information_score: 299.126, mean_absolute_error: 0.1929, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8588, predictive_accuracy: 0.86, prior_entropy: 2.585, recall: 0.86, relative_absolute_error: 0.6945, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2714, root_relative_squared_error: 0.7284,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 5.258, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.4638, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.8741, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6602, kb_relative_information_score: 15.3621, mean_absolute_error: 0.277, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 0.9971, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.372, root_relative_squared_error: 0.9981,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9297, kappa: 0.916, kb_relative_information_score: 498.7994, mean_absolute_error: 0.0769, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9313, predictive_accuracy: 0.93, prior_entropy: 2.585, recall: 0.93, relative_absolute_error: 0.277, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1464, root_relative_squared_error: 0.3928,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, kappa: 0.428, kb_relative_information_score: 21.1783, mean_absolute_error: 0.2741, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.5233, prior_entropy: 2.585, recall: 0.5233, relative_absolute_error: 0.9868, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3678, root_relative_squared_error: 0.987,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.3189, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.6909, kappa: 0.688, kb_relative_information_score: 38.4117, mean_absolute_error: 0.271, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.7449, predictive_accuracy: 0.74, prior_entropy: 2.585, recall: 0.74, relative_absolute_error: 0.9756, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3637, root_relative_squared_error: 0.976,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 19.1988, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3739, root_relative_squared_error: 1.0032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 24.0398, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3755, root_relative_squared_error: 1.0076,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 17.7996, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3739, root_relative_squared_error: 1.0033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 9.9531, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3729, root_relative_squared_error: 1.0006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9494, kappa: 0.578, kb_relative_information_score: 11.6071, mean_absolute_error: 0.2758, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.6483, prior_entropy: 2.585, recall: 0.6483, relative_absolute_error: 0.993, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3701, root_relative_squared_error: 0.9931,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 7.3912, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3729, root_relative_squared_error: 1.0005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.0516, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.996, f_measure: 0.9315, kappa: 0.918, kb_relative_information_score: 447.8594, mean_absolute_error: 0.1105, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.934, predictive_accuracy: 0.9317, prior_entropy: 2.585, recall: 0.9317, relative_absolute_error: 0.3977, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.4714,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.0508, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9481, kappa: 0.938, kb_relative_information_score: 501.329, mean_absolute_error: 0.0781, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9492, predictive_accuracy: 0.9483, prior_entropy: 2.585, recall: 0.9483, relative_absolute_error: 0.2813, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1449, root_relative_squared_error: 0.3888,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9776, kappa: 0.592, kb_relative_information_score: 151.6101, mean_absolute_error: 0.2455, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.66, prior_entropy: 2.585, recall: 0.66, relative_absolute_error: 0.8836, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3324, root_relative_squared_error: 0.8918,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9737, f_measure: 0.8562, kappa: 0.83, kb_relative_information_score: 289.6462, mean_absolute_error: 0.1978, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8584, predictive_accuracy: 0.8583, prior_entropy: 2.585, recall: 0.8583, relative_absolute_error: 0.7122, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2775, root_relative_squared_error: 0.7445,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9749, f_measure: 0.847, kappa: 0.818, kb_relative_information_score: 157.2565, mean_absolute_error: 0.243, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8474, predictive_accuracy: 0.8483, prior_entropy: 2.585, recall: 0.8483, relative_absolute_error: 0.8749, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3282, root_relative_squared_error: 0.8807,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9968, f_measure: 0.9499, kappa: 0.94, kb_relative_information_score: 409.9101, mean_absolute_error: 0.1405, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9503, predictive_accuracy: 0.95, prior_entropy: 2.585, recall: 0.95, relative_absolute_error: 0.5058, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2084, root_relative_squared_error: 0.5591,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 9.2286, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.373, root_relative_squared_error: 1.0009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.4002, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 6.9425, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.8157, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 10.6356, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3731, root_relative_squared_error: 1.0011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 14.7417, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3734, root_relative_squared_error: 1.0019,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9439, f_measure: 0.5273, kappa: 0.532, kb_relative_information_score: 27.6233, mean_absolute_error: 0.273, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.5468, predictive_accuracy: 0.61, prior_entropy: 2.585, recall: 0.61, relative_absolute_error: 0.9827, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3663, root_relative_squared_error: 0.983,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 12.7717, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3733, root_relative_squared_error: 1.0017,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 3.0084, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9534, kappa: 0.944, kb_relative_information_score: 430.7926, mean_absolute_error: 0.1256, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9559, predictive_accuracy: 0.9533, prior_entropy: 2.585, recall: 0.9533, relative_absolute_error: 0.4521, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1938, root_relative_squared_error: 0.5199,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.5383, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9636, f_measure: 0.8752, kappa: 0.852, kb_relative_information_score: 24.6641, mean_absolute_error: 0.2735, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8824, predictive_accuracy: 0.8767, prior_entropy: 2.585, recall: 0.8767, relative_absolute_error: 0.9847, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.367, root_relative_squared_error: 0.9848,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 3.1508, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 16.8993, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3735, root_relative_squared_error: 1.0022,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 8.8365, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3729, root_relative_squared_error: 1.0007,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.1585, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.5465, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9705, f_measure: 0.8098, kappa: 0.782, kb_relative_information_score: 29.4439, mean_absolute_error: 0.2726, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8459, predictive_accuracy: 0.8183, prior_entropy: 2.585, recall: 0.8183, relative_absolute_error: 0.9814, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3658, root_relative_squared_error: 0.9816,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9646, kb_relative_information_score: 2.3143, mean_absolute_error: 0.2776, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.9994,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 12.7347, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3731, root_relative_squared_error: 1.0011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.337, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 3.723, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9662, f_measure: 0.7043, kappa: 0.68, kb_relative_information_score: 15.9709, mean_absolute_error: 0.275, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8623, predictive_accuracy: 0.7333, prior_entropy: 2.585, recall: 0.7333, relative_absolute_error: 0.9902, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.369, root_relative_squared_error: 0.9902,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9952, f_measure: 0.9215, kappa: 0.906, kb_relative_information_score: 475.22, mean_absolute_error: 0.093, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9248, predictive_accuracy: 0.9217, prior_entropy: 2.585, recall: 0.9217, relative_absolute_error: 0.3346, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1648, root_relative_squared_error: 0.4423,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.387, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 7.4988, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3729, root_relative_squared_error: 1.0005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.9317, kappa: 0.918, kb_relative_information_score: 334.7239, mean_absolute_error: 0.1799, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9332, predictive_accuracy: 0.9317, prior_entropy: 2.585, recall: 0.9317, relative_absolute_error: 0.6476, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2538, root_relative_squared_error: 0.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.6633, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.2912, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9072, kappa: 0.288, kb_relative_information_score: 14.2206, mean_absolute_error: 0.2759, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.4067, prior_entropy: 2.585, recall: 0.4067, relative_absolute_error: 0.9932, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3702, root_relative_squared_error: 0.9935,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.2396, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.6878, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.1786, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.7604, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 5.9347, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 39.5671, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3803, root_relative_squared_error: 1.0205,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 3.496, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 3.75, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 6.3232, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.9395, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.9415, kappa: 0.93, kb_relative_information_score: 513.9017, mean_absolute_error: 0.0652, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9425, predictive_accuracy: 0.9417, prior_entropy: 2.585, recall: 0.9417, relative_absolute_error: 0.2348, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 4.2354, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 8.7583, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.373, root_relative_squared_error: 1.0009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9582, kappa: 0.95, kb_relative_information_score: 481.7358, mean_absolute_error: 0.0935, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.959, predictive_accuracy: 0.9583, prior_entropy: 2.585, recall: 0.9583, relative_absolute_error: 0.3366, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1556, root_relative_squared_error: 0.4175,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.5395, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7264, kb_relative_information_score: 1.7064, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9584, kappa: 0.192, kb_relative_information_score: 5.5624, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.3267, prior_entropy: 2.585, recall: 0.3267, relative_absolute_error: 0.997, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3716, root_relative_squared_error: 0.997,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9127, kappa: 0.896, kb_relative_information_score: 80.8824, mean_absolute_error: 0.2624, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9152, predictive_accuracy: 0.9133, prior_entropy: 2.585, recall: 0.9133, relative_absolute_error: 0.9446, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3522, root_relative_squared_error: 0.945,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.9458, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.0337, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 10.7438, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.373, root_relative_squared_error: 1.0009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5668, kb_relative_information_score: 15.0229, mean_absolute_error: 0.2773, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 0.9983, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.9996,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 12.1308, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3731, root_relative_squared_error: 1.0011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.7557, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 0.8501, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9854, f_measure: 0.8661, kappa: 0.846, kb_relative_information_score: 157.2888, mean_absolute_error: 0.2436, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.9042, predictive_accuracy: 0.8717, prior_entropy: 2.585, recall: 0.8717, relative_absolute_error: 0.8769, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3306, root_relative_squared_error: 0.8872,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.3476, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 2.0202, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 1.0332, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 600, predictive_accuracy: 0.1667, prior_entropy: 2.585, recall: 0.1667, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.7513, kappa: 0.728, kb_relative_information_score: 20.2811, mean_absolute_error: 0.2743, mean_prior_absolute_error: 0.2778, number_of_instances: 600, precision: 0.8128, predictive_accuracy: 0.7733, prior_entropy: 2.585, recall: 0.7733, relative_absolute_error: 0.9875, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.368, root_relative_squared_error: 0.9876,

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

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

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From your own software

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

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