OpenML
Supervised Classification on monks-problems-1

Supervised Classification on monks-problems-1

Task 3492 Supervised Classification monks-problems-1 116029 runs submitted
1 likes downloaded by 2 people , 2 total downloads 0 issues
Visibility: Public
  • mythbusting_1 OpenML100 study_1 study_107 study_123 study_14 study_15 study_20 study_41 study_50 study_7 under100k under1m
Issue #Downvotes for this reason By


Metric:

116029 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: 0.8628, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 156.2348, mean_absolute_error: 0.3771, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7543, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4097, root_relative_squared_error: 0.8195, scimark_benchmark: 1308.8294, usercpu_time_millis: 6.326, usercpu_time_millis_testing: 0.833, usercpu_time_millis_training: 5.493,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.8796, kappa: 0.7626, kb_relative_information_score: 294.5502, mean_absolute_error: 0.2544, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9041, predictive_accuracy: 0.8813, prior_entropy: 1, recall: 0.8813, relative_absolute_error: 0.5089, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.316, root_relative_squared_error: 0.6321, scimark_benchmark: 1329.8908, usercpu_time_millis: 7.607, usercpu_time_millis_testing: 0.711, usercpu_time_millis_training: 6.896,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 457.7852, mean_absolute_error: 0.11, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.22, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.145, root_relative_squared_error: 0.2901, scimark_benchmark: 1322.448, usercpu_time_millis: 11.468, usercpu_time_millis_testing: 1.25, usercpu_time_millis_training: 10.218,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 414.6662, mean_absolute_error: 0.1528, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.3056, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1938, root_relative_squared_error: 0.3876, scimark_benchmark: 1303.1219, usercpu_time_millis: 10.971, usercpu_time_millis_testing: 1.266, usercpu_time_millis_training: 9.705,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4978, f_measure: 0.4929, kappa: -0.0036, kb_relative_information_score: -0.0033, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4981, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1314.8243, usercpu_time_millis: 3.889, usercpu_time_millis_testing: 0.542, usercpu_time_millis_training: 3.347,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8508, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 157.9924, mean_absolute_error: 0.3751, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7503, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4088, root_relative_squared_error: 0.8177, scimark_benchmark: 1327.1705, usercpu_time_millis: 6.927, usercpu_time_millis_testing: 0.989, usercpu_time_millis_training: 5.938,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9964, kappa: 0.9928, kb_relative_information_score: 364.6747, mean_absolute_error: 0.2037, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9964, predictive_accuracy: 0.9964, prior_entropy: 1, recall: 0.9964, relative_absolute_error: 0.4074, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.4667, scimark_benchmark: 1322.595, usercpu_time_millis: 18.859, usercpu_time_millis_testing: 2.227, usercpu_time_millis_training: 16.632,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9968, f_measure: 0.8721, kappa: 0.7482, kb_relative_information_score: 158.5742, mean_absolute_error: 0.3842, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8994, predictive_accuracy: 0.8741, prior_entropy: 1, recall: 0.8741, relative_absolute_error: 0.7684, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3949, root_relative_squared_error: 0.7898, scimark_benchmark: 1304.9212, usercpu_time_millis: 8.635, usercpu_time_millis_testing: 1.163, usercpu_time_millis_training: 7.472,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4953, f_measure: 0.4932, kappa: -0.0036, kb_relative_information_score: -0.0148, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4981, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1324.6761, usercpu_time_millis: 1.468, usercpu_time_millis_testing: 0.253, usercpu_time_millis_training: 1.215,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9557, f_measure: 0.7632, kappa: 0.5504, kb_relative_information_score: 116.2091, mean_absolute_error: 0.4162, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8449, predictive_accuracy: 0.7752, prior_entropy: 1, recall: 0.7752, relative_absolute_error: 0.8324, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4256, root_relative_squared_error: 0.8512, scimark_benchmark: 1330.4636, usercpu_time_millis: 6.616, usercpu_time_millis_testing: 0.881, usercpu_time_millis_training: 5.735,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9694, kappa: 0.9388, kb_relative_information_score: 304.932, mean_absolute_error: 0.2567, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9712, predictive_accuracy: 0.9694, prior_entropy: 1, recall: 0.9694, relative_absolute_error: 0.5135, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2885, root_relative_squared_error: 0.5769, scimark_benchmark: 1312.0561, usercpu_time_millis: 5.72, usercpu_time_millis_testing: 0.659, usercpu_time_millis_training: 5.061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9459, kappa: 0.8921, kb_relative_information_score: 324.5335, mean_absolute_error: 0.2325, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9513, predictive_accuracy: 0.946, prior_entropy: 1, recall: 0.946, relative_absolute_error: 0.4651, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2848, root_relative_squared_error: 0.5695, scimark_benchmark: 1321.3053, usercpu_time_millis: 6.918, usercpu_time_millis_testing: 0.781, usercpu_time_millis_training: 6.137,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4979, f_measure: 0.4932, kappa: -0.0036, kb_relative_information_score: -0.0081, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4981, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1329.663, usercpu_time_millis: 1.54, usercpu_time_millis_testing: 0.23, usercpu_time_millis_training: 1.31,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8233, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 74.8808, mean_absolute_error: 0.4477, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.8954, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4532, root_relative_squared_error: 0.9064, scimark_benchmark: 1304.4702, usercpu_time_millis: 7.772, usercpu_time_millis_testing: 1.004, usercpu_time_millis_training: 6.768,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9946, kappa: 0.9892, kb_relative_information_score: 376.5269, mean_absolute_error: 0.1881, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9947, predictive_accuracy: 0.9946, prior_entropy: 1, recall: 0.9946, relative_absolute_error: 0.3761, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2342, root_relative_squared_error: 0.4684, scimark_benchmark: 1325.2278, usercpu_time_millis: 11.761, usercpu_time_millis_testing: 1.308, usercpu_time_millis_training: 10.453,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9982, kappa: 0.9964, kb_relative_information_score: 389.1569, mean_absolute_error: 0.1762, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9982, predictive_accuracy: 0.9982, prior_entropy: 1, recall: 0.9982, relative_absolute_error: 0.3525, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2213, root_relative_squared_error: 0.4426, scimark_benchmark: 1293.8766, usercpu_time_millis: 18.95, usercpu_time_millis_testing: 2.059, usercpu_time_millis_training: 16.891,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.4949, kb_relative_information_score: -0.0042, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.5, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1340.3532, usercpu_time_millis: 1.855, usercpu_time_millis_testing: 0.25, usercpu_time_millis_training: 1.605,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9982, kappa: 0.9964, kb_relative_information_score: 382.3154, mean_absolute_error: 0.1867, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9982, predictive_accuracy: 0.9982, prior_entropy: 1, recall: 0.9982, relative_absolute_error: 0.3735, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2169, root_relative_squared_error: 0.4338, scimark_benchmark: 1339.6879, usercpu_time_millis: 2.324, usercpu_time_millis_testing: 0.265, usercpu_time_millis_training: 2.059,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7461, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 156.4712, mean_absolute_error: 0.3747, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7494, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4159, root_relative_squared_error: 0.8318, scimark_benchmark: 1316.0056, usercpu_time_millis: 2.906, usercpu_time_millis_testing: 0.353, usercpu_time_millis_training: 2.553,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4953, f_measure: 0.4912, kappa: -0.0072, kb_relative_information_score: -0.0142, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4963, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1323.1344, usercpu_time_millis: 1.775, usercpu_time_millis_testing: 0.322, usercpu_time_millis_training: 1.453,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.495, f_measure: 0.4964, kappa: -0.0072, kb_relative_information_score: -0.0154, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4964, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1325.4589, usercpu_time_millis: 4.347, usercpu_time_millis_testing: 0.647, usercpu_time_millis_training: 3.7,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.948, f_measure: 0.8394, kappa: 0.6799, kb_relative_information_score: 329.569, mean_absolute_error: 0.2113, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8448, predictive_accuracy: 0.8399, prior_entropy: 1, recall: 0.8399, relative_absolute_error: 0.4226, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3085, root_relative_squared_error: 0.617, scimark_benchmark: 1317.5241, usercpu_time_millis: 9.692, usercpu_time_millis_testing: 0.987, usercpu_time_millis_training: 8.705,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 407.4045, mean_absolute_error: 0.1592, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.3184, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2028, root_relative_squared_error: 0.4055, scimark_benchmark: 1325.2978, usercpu_time_millis: 6.024, usercpu_time_millis_testing: 0.616, usercpu_time_millis_training: 5.408,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9928, kappa: 0.9856, kb_relative_information_score: 376.8036, mean_absolute_error: 0.1865, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9929, predictive_accuracy: 0.9928, prior_entropy: 1, recall: 0.9928, relative_absolute_error: 0.373, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.236, root_relative_squared_error: 0.4719, scimark_benchmark: 1301.5565, usercpu_time_millis: 12.556, usercpu_time_millis_testing: 1.51, usercpu_time_millis_training: 11.046,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 501.7205, mean_absolute_error: 0.0631, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1261, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0906, root_relative_squared_error: 0.1813, scimark_benchmark: 1325.9842, usercpu_time_millis: 14.891, usercpu_time_millis_testing: 1.274, usercpu_time_millis_training: 13.617,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 496.1721, mean_absolute_error: 0.0689, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1378, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0999, root_relative_squared_error: 0.1998, scimark_benchmark: 1313.8648, usercpu_time_millis: 5.743, usercpu_time_millis_testing: 0.613, usercpu_time_millis_training: 5.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9001, kappa: 0.8022, kb_relative_information_score: 290.298, mean_absolute_error: 0.2613, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9174, predictive_accuracy: 0.9011, prior_entropy: 1, recall: 0.9011, relative_absolute_error: 0.5225, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3138, root_relative_squared_error: 0.6276, scimark_benchmark: 1305.6326, usercpu_time_millis: 3.253, usercpu_time_millis_testing: 0.369, usercpu_time_millis_training: 2.884,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 494.1736, mean_absolute_error: 0.0712, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1424, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1016, root_relative_squared_error: 0.2032, scimark_benchmark: 1325.9083, usercpu_time_millis: 14.182, usercpu_time_millis_testing: 1.48, usercpu_time_millis_training: 12.702,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.913, kappa: 0.8273, kb_relative_information_score: 176.792, mean_absolute_error: 0.3701, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9264, predictive_accuracy: 0.9137, prior_entropy: 1, recall: 0.9137, relative_absolute_error: 0.7402, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3814, root_relative_squared_error: 0.7628, scimark_benchmark: 1311.8315, usercpu_time_millis: 11.801, usercpu_time_millis_testing: 1.501, usercpu_time_millis_training: 10.3,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.495, f_measure: 0.4964, kappa: -0.0072, kb_relative_information_score: -0.0106, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4964, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1325.6422, usercpu_time_millis: 3.212, usercpu_time_millis_testing: 0.557, usercpu_time_millis_training: 2.655,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9838, kappa: 0.9676, kb_relative_information_score: 318.0842, mean_absolute_error: 0.2459, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9843, predictive_accuracy: 0.9838, prior_entropy: 1, recall: 0.9838, relative_absolute_error: 0.4918, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.276, root_relative_squared_error: 0.5519, scimark_benchmark: 1306.8291, usercpu_time_millis: 8.26, usercpu_time_millis_testing: 1.064, usercpu_time_millis_training: 7.196,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9964, kappa: 0.9928, kb_relative_information_score: 368.6664, mean_absolute_error: 0.1968, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9964, predictive_accuracy: 0.9964, prior_entropy: 1, recall: 0.9964, relative_absolute_error: 0.3935, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2375, root_relative_squared_error: 0.475, scimark_benchmark: 1333.3717, usercpu_time_millis: 5.921, usercpu_time_millis_testing: 0.659, usercpu_time_millis_training: 5.262,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.8299, kappa: 0.6691, kb_relative_information_score: 253.6708, mean_absolute_error: 0.2923, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8757, predictive_accuracy: 0.8345, prior_entropy: 1, recall: 0.8345, relative_absolute_error: 0.5846, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3426, root_relative_squared_error: 0.6853, scimark_benchmark: 1316.8848, usercpu_time_millis: 10.273, usercpu_time_millis_testing: 1.132, usercpu_time_millis_training: 9.141,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9496, kappa: 0.8993, kb_relative_information_score: 360.8144, mean_absolute_error: 0.1937, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9505, predictive_accuracy: 0.9496, prior_entropy: 1, recall: 0.9496, relative_absolute_error: 0.3875, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2648, root_relative_squared_error: 0.5296, scimark_benchmark: 1297.5186, usercpu_time_millis: 5.199, usercpu_time_millis_testing: 0.573, usercpu_time_millis_training: 4.626,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9863, f_measure: 0.9191, kappa: 0.8381, kb_relative_information_score: 445.4644, mean_absolute_error: 0.1028, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9191, predictive_accuracy: 0.9191, prior_entropy: 1, recall: 0.9191, relative_absolute_error: 0.2056, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2172, root_relative_squared_error: 0.4345, scimark_benchmark: 1304.9687, usercpu_time_millis: 13.8, usercpu_time_millis_testing: 1.361, usercpu_time_millis_training: 12.439,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9964, kappa: 0.9928, kb_relative_information_score: 399.6813, mean_absolute_error: 0.1662, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9964, predictive_accuracy: 0.9964, prior_entropy: 1, recall: 0.9964, relative_absolute_error: 0.3324, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2116, root_relative_squared_error: 0.4233, scimark_benchmark: 1324.0882, usercpu_time_millis: 6.693, usercpu_time_millis_testing: 0.689, usercpu_time_millis_training: 6.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 475.6272, mean_absolute_error: 0.0914, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1827, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1237, root_relative_squared_error: 0.2473, scimark_benchmark: 1313.4234, usercpu_time_millis: 7.837, usercpu_time_millis_testing: 0.729, usercpu_time_millis_training: 7.108,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 470.2378, mean_absolute_error: 0.0964, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1929, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1334, root_relative_squared_error: 0.2667, scimark_benchmark: 1323.9839, usercpu_time_millis: 10.651, usercpu_time_millis_testing: 1.181, usercpu_time_millis_training: 9.47,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7263, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 40.5912, mean_absolute_error: 0.4729, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.9459, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4747, root_relative_squared_error: 0.9494, scimark_benchmark: 1308.3934, usercpu_time_millis: 3.755, usercpu_time_millis_testing: 0.595, usercpu_time_millis_training: 3.16,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7766, f_measure: 0.7312, kappa: 0.4964, kb_relative_information_score: 53.4349, mean_absolute_error: 0.4637, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8325, predictive_accuracy: 0.7482, prior_entropy: 1, recall: 0.7482, relative_absolute_error: 0.9275, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4666, root_relative_squared_error: 0.9332, scimark_benchmark: 1313.3864, usercpu_time_millis: 3.199, usercpu_time_millis_testing: 0.455, usercpu_time_millis_training: 2.744,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9513, kappa: 0.9029, kb_relative_information_score: 290.4817, mean_absolute_error: 0.2688, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9557, predictive_accuracy: 0.9514, prior_entropy: 1, recall: 0.9514, relative_absolute_error: 0.5377, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3013, root_relative_squared_error: 0.6027, scimark_benchmark: 1324.9415, usercpu_time_millis: 14.632, usercpu_time_millis_testing: 1.744, usercpu_time_millis_training: 12.888,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7651, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 126.3441, mean_absolute_error: 0.4037, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.8074, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4266, root_relative_squared_error: 0.8532, scimark_benchmark: 1309.5456, usercpu_time_millis: 4.18, usercpu_time_millis_testing: 0.614, usercpu_time_millis_training: 3.566,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7226, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 138.1295, mean_absolute_error: 0.3924, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7849, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4224, root_relative_squared_error: 0.8447, scimark_benchmark: 1326.0487, usercpu_time_millis: 1.466, usercpu_time_millis_testing: 0.22, usercpu_time_millis_training: 1.246,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7376, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 121.4205, mean_absolute_error: 0.4078, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.8156, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4295, root_relative_squared_error: 0.8589, scimark_benchmark: 1329.8626, usercpu_time_millis: 2.551, usercpu_time_millis_testing: 0.314, usercpu_time_millis_training: 2.237,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 491.1977, mean_absolute_error: 0.0746, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1491, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1046, root_relative_squared_error: 0.2092, scimark_benchmark: 1290.6768, usercpu_time_millis: 21.675, usercpu_time_millis_testing: 2.137, usercpu_time_millis_training: 19.538,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9795, f_measure: 0.7355, kappa: 0.5036, kb_relative_information_score: 239.112, mean_absolute_error: 0.3001, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8341, predictive_accuracy: 0.7518, prior_entropy: 1, recall: 0.7518, relative_absolute_error: 0.6001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.361, root_relative_squared_error: 0.722, scimark_benchmark: 1336.0314, usercpu_time_millis: 4.018, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 3.631,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9712, kappa: 0.9424, kb_relative_information_score: 305.3708, mean_absolute_error: 0.2557, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9728, predictive_accuracy: 0.9712, prior_entropy: 1, recall: 0.9712, relative_absolute_error: 0.5115, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2891, root_relative_squared_error: 0.5782, scimark_benchmark: 1312.7717, usercpu_time_millis: 7.985, usercpu_time_millis_testing: 0.988, usercpu_time_millis_training: 6.997,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.7484, kappa: 0.5252, kb_relative_information_score: 235.9838, mean_absolute_error: 0.3064, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.839, predictive_accuracy: 0.7626, prior_entropy: 1, recall: 0.7626, relative_absolute_error: 0.6128, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3566, root_relative_squared_error: 0.7133, scimark_benchmark: 1301.4084, usercpu_time_millis: 7.967, usercpu_time_millis_testing: 0.936, usercpu_time_millis_training: 7.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 473.0057, mean_absolute_error: 0.0919, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.138, root_relative_squared_error: 0.2759, scimark_benchmark: 1325.5954, usercpu_time_millis: 3.209, usercpu_time_millis_testing: 0.398, usercpu_time_millis_training: 2.811,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9181, f_measure: 0.7382, kappa: 0.5072, kb_relative_information_score: 98.5202, mean_absolute_error: 0.4298, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8319, predictive_accuracy: 0.7536, prior_entropy: 1, recall: 0.7536, relative_absolute_error: 0.8596, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4376, root_relative_squared_error: 0.8751, scimark_benchmark: 1328.3356, usercpu_time_millis: 4.691, usercpu_time_millis_testing: 0.603, usercpu_time_millis_training: 4.088,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7998, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 69.6617, mean_absolute_error: 0.4516, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.9032, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9131, scimark_benchmark: 1306.9054, usercpu_time_millis: 6.613, usercpu_time_millis_testing: 0.812, usercpu_time_millis_training: 5.801,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.797, f_measure: 0.7317, kappa: 0.4964, kb_relative_information_score: 69.9351, mean_absolute_error: 0.4514, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8294, predictive_accuracy: 0.7482, prior_entropy: 1, recall: 0.7482, relative_absolute_error: 0.9027, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4565, root_relative_squared_error: 0.913, scimark_benchmark: 1325.4467, usercpu_time_millis: 0.483, usercpu_time_millis_testing: 0.071, usercpu_time_millis_training: 0.412,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.8796, kappa: 0.7626, kb_relative_information_score: 293.307, mean_absolute_error: 0.2559, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9041, predictive_accuracy: 0.8813, prior_entropy: 1, recall: 0.8813, relative_absolute_error: 0.5119, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3164, root_relative_squared_error: 0.6328, scimark_benchmark: 1318.2313, usercpu_time_millis: 4.19, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 3.802,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 452.5197, mean_absolute_error: 0.1154, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2308, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1509, root_relative_squared_error: 0.3018, scimark_benchmark: 1328.7432, usercpu_time_millis: 11.588, usercpu_time_millis_testing: 1.221, usercpu_time_millis_training: 10.367,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.495, f_measure: 0.4751, kappa: -0.0072, kb_relative_information_score: -0.0119, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4957, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1319.2385, usercpu_time_millis: 1.258, usercpu_time_millis_testing: 0.27, usercpu_time_millis_training: 0.988,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4942, f_measure: 0.4458, kappa: -0.0072, kb_relative_information_score: -0.0188, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4943, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1327.3103, usercpu_time_millis: 2.092, usercpu_time_millis_testing: 0.338, usercpu_time_millis_training: 1.754,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8834, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 210.6176, mean_absolute_error: 0.3215, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.6431, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3931, root_relative_squared_error: 0.7861, scimark_benchmark: 1309.8438, usercpu_time_millis: 1.103, usercpu_time_millis_testing: 0.192, usercpu_time_millis_training: 0.911,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9802, kappa: 0.9604, kb_relative_information_score: 357.6274, mean_absolute_error: 0.2029, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.981, predictive_accuracy: 0.9802, prior_entropy: 1, recall: 0.9802, relative_absolute_error: 0.4057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2563, root_relative_squared_error: 0.5127, scimark_benchmark: 1313.3703, usercpu_time_millis: 4.689, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 4.301,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7222, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 175.5591, mean_absolute_error: 0.3546, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7093, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4133, root_relative_squared_error: 0.8267, scimark_benchmark: 1316.2184, usercpu_time_millis: 8.262, usercpu_time_millis_testing: 1.038, usercpu_time_millis_training: 7.224,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7113, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 165.2445, mean_absolute_error: 0.3652, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7304, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4156, root_relative_squared_error: 0.8312, scimark_benchmark: 1328.3589, usercpu_time_millis: 5.431, usercpu_time_millis_testing: 0.631, usercpu_time_millis_training: 4.8,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4975, f_measure: 0.4774, kappa: -0.0036, kb_relative_information_score: -0.0249, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4979, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1324.9739, usercpu_time_millis: 1.153, usercpu_time_millis_testing: 0.172, usercpu_time_millis_training: 0.981,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 460.6738, mean_absolute_error: 0.1067, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2134, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1431, root_relative_squared_error: 0.2861, scimark_benchmark: 1329.6087, usercpu_time_millis: 7.938, usercpu_time_millis_testing: 0.85, usercpu_time_millis_training: 7.088,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9982, kappa: 0.9964, kb_relative_information_score: 367.1504, mean_absolute_error: 0.2015, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9982, predictive_accuracy: 0.9982, prior_entropy: 1, recall: 0.9982, relative_absolute_error: 0.403, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2307, root_relative_squared_error: 0.4613, scimark_benchmark: 1313.843, usercpu_time_millis: 19.874, usercpu_time_millis_testing: 2.236, usercpu_time_millis_training: 17.638,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9843, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 240.9538, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3631, root_relative_squared_error: 0.7262, scimark_benchmark: 1316.413, usercpu_time_millis: 9.666, usercpu_time_millis_testing: 0.93, usercpu_time_millis_training: 8.736,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9892, kappa: 0.9784, kb_relative_information_score: 370.5235, mean_absolute_error: 0.194, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9894, predictive_accuracy: 0.9892, prior_entropy: 1, recall: 0.9892, relative_absolute_error: 0.388, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.238, root_relative_squared_error: 0.4759, scimark_benchmark: 1307.8891, usercpu_time_millis: 0.688, usercpu_time_millis_testing: 0.093, usercpu_time_millis_training: 0.595,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8929, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 213.2237, mean_absolute_error: 0.3193, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.6386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3906, root_relative_squared_error: 0.7811, scimark_benchmark: 1328.1142, usercpu_time_millis: 10.024, usercpu_time_millis_testing: 1.039, usercpu_time_millis_training: 8.985,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9162, f_measure: 0.7312, kappa: 0.4964, kb_relative_information_score: 143.636, mean_absolute_error: 0.3905, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8325, predictive_accuracy: 0.7482, prior_entropy: 1, recall: 0.7482, relative_absolute_error: 0.7811, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4122, root_relative_squared_error: 0.8244, scimark_benchmark: 1326.2672, usercpu_time_millis: 7.026, usercpu_time_millis_testing: 0.868, usercpu_time_millis_training: 6.158,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8373, f_measure: 0.7312, kappa: 0.4964, kb_relative_information_score: 74.6144, mean_absolute_error: 0.448, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8325, predictive_accuracy: 0.7482, prior_entropy: 1, recall: 0.7482, relative_absolute_error: 0.896, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4532, root_relative_squared_error: 0.9065, scimark_benchmark: 1322.9615, usercpu_time_millis: 7.177, usercpu_time_millis_testing: 1.014, usercpu_time_millis_training: 6.163,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 422.3667, mean_absolute_error: 0.1458, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2917, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1835, root_relative_squared_error: 0.367, scimark_benchmark: 1319.2822, usercpu_time_millis: 7.396, usercpu_time_millis_testing: 0.745, usercpu_time_millis_training: 6.651,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 462.6021, mean_absolute_error: 0.1047, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2094, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.141, root_relative_squared_error: 0.282, scimark_benchmark: 1308.6951, usercpu_time_millis: 18.341, usercpu_time_millis_testing: 1.979, usercpu_time_millis_training: 16.362,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9204, kappa: 0.8417, kb_relative_information_score: 180.876, mean_absolute_error: 0.3667, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9317, predictive_accuracy: 0.9209, prior_entropy: 1, recall: 0.9209, relative_absolute_error: 0.7335, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3784, root_relative_squared_error: 0.7569, scimark_benchmark: 1314.4173, usercpu_time_millis: 3.345, usercpu_time_millis_testing: 0.593, usercpu_time_millis_training: 2.752,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9694, kappa: 0.9388, kb_relative_information_score: 306.7697, mean_absolute_error: 0.255, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9712, predictive_accuracy: 0.9694, prior_entropy: 1, recall: 0.9694, relative_absolute_error: 0.5099, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2872, root_relative_squared_error: 0.5743, scimark_benchmark: 1286.7684, usercpu_time_millis: 6.127, usercpu_time_millis_testing: 0.773, usercpu_time_millis_training: 5.354,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9911, f_measure: 0.8454, kappa: 0.6978, kb_relative_information_score: 153.3232, mean_absolute_error: 0.3876, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.884, predictive_accuracy: 0.8489, prior_entropy: 1, recall: 0.8489, relative_absolute_error: 0.7753, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.7984, scimark_benchmark: 1329.8396, usercpu_time_millis: 10.287, usercpu_time_millis_testing: 1.345, usercpu_time_millis_training: 8.942,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.8758, kappa: 0.7554, kb_relative_information_score: 162.14, mean_absolute_error: 0.381, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9017, predictive_accuracy: 0.8777, prior_entropy: 1, recall: 0.8777, relative_absolute_error: 0.7621, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3928, root_relative_squared_error: 0.7856, scimark_benchmark: 1319.719, usercpu_time_millis: 0.854, usercpu_time_millis_testing: 0.133, usercpu_time_millis_training: 0.721,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.721, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 139.5071, mean_absolute_error: 0.391, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7819, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4225, root_relative_squared_error: 0.845, scimark_benchmark: 1310.4156, usercpu_time_millis: 1.056, usercpu_time_millis_testing: 0.148, usercpu_time_millis_training: 0.908,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4953, f_measure: 0.4912, kappa: -0.0072, kb_relative_information_score: -0.0137, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4963, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1309.6975, usercpu_time_millis: 4.441, usercpu_time_millis_testing: 0.651, usercpu_time_millis_training: 3.79,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7921, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 103.7578, mean_absolute_error: 0.424, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.8479, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4372, root_relative_squared_error: 0.8743, scimark_benchmark: 1302.6522, usercpu_time_millis: 2.506, usercpu_time_millis_testing: 0.335, usercpu_time_millis_training: 2.171,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 407.8701, mean_absolute_error: 0.1586, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.3172, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.202, root_relative_squared_error: 0.404, scimark_benchmark: 1332.0392, usercpu_time_millis: 4.71, usercpu_time_millis_testing: 0.502, usercpu_time_millis_training: 4.208,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9057, kappa: 0.813, kb_relative_information_score: 177.0674, mean_absolute_error: 0.3696, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9212, predictive_accuracy: 0.9065, prior_entropy: 1, recall: 0.9065, relative_absolute_error: 0.7392, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3814, root_relative_squared_error: 0.7628, scimark_benchmark: 1325.3585, usercpu_time_millis: 12.935, usercpu_time_millis_testing: 1.538, usercpu_time_millis_training: 11.397,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 456.0585, mean_absolute_error: 0.1096, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2193, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1551, root_relative_squared_error: 0.3102, scimark_benchmark: 1327.3401, usercpu_time_millis: 6.239, usercpu_time_millis_testing: 0.723, usercpu_time_millis_training: 5.516,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.8964, kappa: 0.795, kb_relative_information_score: 300.2921, mean_absolute_error: 0.2509, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9149, predictive_accuracy: 0.8975, prior_entropy: 1, recall: 0.8975, relative_absolute_error: 0.5018, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.309, root_relative_squared_error: 0.618, scimark_benchmark: 1321.3518, usercpu_time_millis: 8.893, usercpu_time_millis_testing: 0.983, usercpu_time_millis_training: 7.91,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.855, kappa: 0.7158, kb_relative_information_score: 283.8217, mean_absolute_error: 0.2643, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8894, predictive_accuracy: 0.8579, prior_entropy: 1, recall: 0.8579, relative_absolute_error: 0.5286, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3233, root_relative_squared_error: 0.6465, scimark_benchmark: 1317.4723, usercpu_time_millis: 1.154, usercpu_time_millis_testing: 0.139, usercpu_time_millis_training: 1.015,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4968, f_measure: 0.4751, kappa: -0.0072, kb_relative_information_score: -0.0099, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4957, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1314.9584, usercpu_time_millis: 4.152, usercpu_time_millis_testing: 0.636, usercpu_time_millis_training: 3.516,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.4751, kappa: -0.0072, kb_relative_information_score: -0.0103, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4957, predictive_accuracy: 0.4964, prior_entropy: 1, recall: 0.4964, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1329.6311, usercpu_time_millis: 3.264, usercpu_time_millis_testing: 0.506, usercpu_time_millis_training: 2.758,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.808, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 66.1102, mean_absolute_error: 0.4544, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.9088, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4587, root_relative_squared_error: 0.9173, scimark_benchmark: 1306.5795, usercpu_time_millis: 5.456, usercpu_time_millis_testing: 0.721, usercpu_time_millis_training: 4.735,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.8815, kappa: 0.7662, kb_relative_information_score: 169.9939, mean_absolute_error: 0.3747, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9052, predictive_accuracy: 0.8831, prior_entropy: 1, recall: 0.8831, relative_absolute_error: 0.7495, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.387, root_relative_squared_error: 0.7741, scimark_benchmark: 1300.5256, usercpu_time_millis: 0.867, usercpu_time_millis_testing: 0.121, usercpu_time_millis_training: 0.746,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 463.3651, mean_absolute_error: 0.104, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.208, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1393, root_relative_squared_error: 0.2785, scimark_benchmark: 1322.4488, usercpu_time_millis: 2.429, usercpu_time_millis_testing: 0.212, usercpu_time_millis_training: 2.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.721, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 38.6802, mean_absolute_error: 0.4743, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.9486, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4759, root_relative_squared_error: 0.9518, scimark_benchmark: 1314.2818, usercpu_time_millis: 4.999, usercpu_time_millis_testing: 0.952, usercpu_time_millis_training: 4.047,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 422.4287, mean_absolute_error: 0.1451, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.2903, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1861, root_relative_squared_error: 0.3723, scimark_benchmark: 1324.4068, usercpu_time_millis: 10.785, usercpu_time_millis_testing: 1.235, usercpu_time_millis_training: 9.55,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, f_measure: 0.4929, kappa: -0.0036, kb_relative_information_score: -0.0074, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4981, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1328.1749, usercpu_time_millis: 0.836, usercpu_time_millis_testing: 0.157, usercpu_time_millis_training: 0.679,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9586, kappa: 0.9173, kb_relative_information_score: 329.6304, mean_absolute_error: 0.2305, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9618, predictive_accuracy: 0.9586, prior_entropy: 1, recall: 0.9586, relative_absolute_error: 0.4609, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2753, root_relative_squared_error: 0.5506, scimark_benchmark: 1309.9118, usercpu_time_millis: 6.767, usercpu_time_millis_testing: 0.839, usercpu_time_millis_training: 5.928,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 490.6974, mean_absolute_error: 0.0747, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1493, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.108, root_relative_squared_error: 0.216, scimark_benchmark: 1298.8088, usercpu_time_millis: 3.115, usercpu_time_millis_testing: 0.321, usercpu_time_millis_training: 2.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 472.156, mean_absolute_error: 0.093, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1861, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1375, root_relative_squared_error: 0.2749, scimark_benchmark: 1312.1842, usercpu_time_millis: 18.672, usercpu_time_millis_testing: 1.982, usercpu_time_millis_training: 16.69,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.8796, kappa: 0.7626, kb_relative_information_score: 234.4974, mean_absolute_error: 0.3155, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9041, predictive_accuracy: 0.8813, prior_entropy: 1, recall: 0.8813, relative_absolute_error: 0.631, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3465, root_relative_squared_error: 0.6931, scimark_benchmark: 1323.2416, usercpu_time_millis: 2.92, usercpu_time_millis_testing: 0.342, usercpu_time_millis_training: 2.578,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9283, f_measure: 0.7463, kappa: 0.5216, kb_relative_information_score: 104.9675, mean_absolute_error: 0.4248, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8382, predictive_accuracy: 0.7608, prior_entropy: 1, recall: 0.7608, relative_absolute_error: 0.8496, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4333, root_relative_squared_error: 0.8665, scimark_benchmark: 1296.9353, usercpu_time_millis: 5.123, usercpu_time_millis_testing: 0.664, usercpu_time_millis_training: 4.459,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7238, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 138.5609, mean_absolute_error: 0.3921, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.7842, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4223, root_relative_squared_error: 0.8446, scimark_benchmark: 1329.634, usercpu_time_millis: 1.435, usercpu_time_millis_testing: 0.2, usercpu_time_millis_training: 1.235,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 469.421, mean_absolute_error: 0.0964, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.1928, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1387, root_relative_squared_error: 0.2774, scimark_benchmark: 1319.0877, usercpu_time_millis: 13.791, usercpu_time_millis_testing: 1.549, usercpu_time_millis_training: 12.242,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9976, f_measure: 0.8852, kappa: 0.7734, kb_relative_information_score: 169.5025, mean_absolute_error: 0.3753, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.9076, predictive_accuracy: 0.8867, prior_entropy: 1, recall: 0.8867, relative_absolute_error: 0.7506, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3872, root_relative_squared_error: 0.7744, scimark_benchmark: 1299.0094, usercpu_time_millis: 6.14, usercpu_time_millis_testing: 1.19, usercpu_time_millis_training: 4.95,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4964, f_measure: 0.4932, kappa: -0.0036, kb_relative_information_score: -0.0241, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.4981, predictive_accuracy: 0.4982, prior_entropy: 1, recall: 0.4982, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, scimark_benchmark: 1308.5753, usercpu_time_millis: 1.696, usercpu_time_millis_testing: 0.249, usercpu_time_millis_training: 1.447,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7239, f_measure: 0.729, kappa: 0.4928, kb_relative_information_score: 76.7053, mean_absolute_error: 0.4457, mean_prior_absolute_error: 0.5, number_of_instances: 556, precision: 0.8317, predictive_accuracy: 0.7464, prior_entropy: 1, recall: 0.7464, relative_absolute_error: 0.8915, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.453, root_relative_squared_error: 0.9061, scimark_benchmark: 1329.0137, usercpu_time_millis: 0.577, usercpu_time_millis_testing: 0.081, usercpu_time_millis_training: 0.496,

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