OpenML
Supervised Classification on tic-tac-toe

Supervised Classification on tic-tac-toe

Task 145804 Supervised Classification tic-tac-toe 270274 runs submitted
1 likes downloaded by 20 people , 25 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

270274 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: 0.666, f_measure: 0.5165, kb_relative_information_score: 30.0986, mean_absolute_error: 0.4412, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9739, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4648, root_relative_squared_error: 0.9768, scimark_benchmark: 1278.4783, usercpu_time_millis: 0.222, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1307.0553, usercpu_time_millis: 0.215, usercpu_time_millis_testing: 0.104, usercpu_time_millis_training: 0.111,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1299.4569, usercpu_time_millis: 0.22, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1276.2825, usercpu_time_millis: 0.476, usercpu_time_millis_testing: 0.214, usercpu_time_millis_training: 0.262,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9936, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 782.7621, mean_absolute_error: 0.1033, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.228, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.153, root_relative_squared_error: 0.3215, scimark_benchmark: 1280.8945, usercpu_time_millis: 0.48, usercpu_time_millis_testing: 0.156, usercpu_time_millis_training: 0.324,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9801, f_measure: 0.9097, kappa: 0.7969, kb_relative_information_score: 473.4982, mean_absolute_error: 0.2578, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9175, predictive_accuracy: 0.9123, prior_entropy: 0.9312, recall: 0.9123, relative_absolute_error: 0.5691, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.301, root_relative_squared_error: 0.6326, scimark_benchmark: 1298.0533, usercpu_time_millis: 0.259, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.152,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1271.7715, usercpu_time_millis: 0.224, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1266.5153, usercpu_time_millis: 0.229, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.118,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1299.8478, usercpu_time_millis: 0.211, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 0.11,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1299.7386, usercpu_time_millis: 0.22, usercpu_time_millis_testing: 0.104, usercpu_time_millis_training: 0.116,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1300.8321, usercpu_time_millis: 0.211, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 0.109,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9951, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 821.348, mean_absolute_error: 0.0801, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1769, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1379, root_relative_squared_error: 0.2897, scimark_benchmark: 1265.2378, usercpu_time_millis: 0.51, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.399,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 767.9342, mean_absolute_error: 0.1118, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.2467, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1596, root_relative_squared_error: 0.3355, scimark_benchmark: 1286.4938, usercpu_time_millis: 0.399, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 0.282,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1301.173, usercpu_time_millis: 0.219, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.114,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1305.3492, usercpu_time_millis: 0.229, usercpu_time_millis_testing: 0.11, usercpu_time_millis_training: 0.119,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7891, f_measure: 0.7184, kappa: 0.3674, kb_relative_information_score: 155.8624, mean_absolute_error: 0.3862, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7736, predictive_accuracy: 0.7526, prior_entropy: 0.9312, recall: 0.7526, relative_absolute_error: 0.8525, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4239, root_relative_squared_error: 0.8908, scimark_benchmark: 1280.1493, usercpu_time_millis: 0.256, usercpu_time_millis_testing: 0.13, usercpu_time_millis_training: 0.126,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8499, f_measure: 0.7562, kappa: 0.4494, kb_relative_information_score: 246.7842, mean_absolute_error: 0.3474, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.797, predictive_accuracy: 0.7797, prior_entropy: 0.9312, recall: 0.7797, relative_absolute_error: 0.7668, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3939, root_relative_squared_error: 0.8278, scimark_benchmark: 1284.3601, usercpu_time_millis: 0.236, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.131,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5121, f_measure: 0.5165, kb_relative_information_score: 0.2567, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9997, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1296.4965, usercpu_time_millis: 0.237, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.124,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 796.3064, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.2101, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1475, root_relative_squared_error: 0.3099, scimark_benchmark: 1308.0749, usercpu_time_millis: 0.437, usercpu_time_millis_testing: 0.126, usercpu_time_millis_training: 0.311,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1339.8017, usercpu_time_millis: 0.215, usercpu_time_millis_testing: 0.103, usercpu_time_millis_training: 0.112,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1299.3124, usercpu_time_millis: 0.224, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.116,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7766, f_measure: 0.714, kappa: 0.3567, kb_relative_information_score: 149.5793, mean_absolute_error: 0.3878, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7624, predictive_accuracy: 0.7474, prior_entropy: 0.9312, recall: 0.7474, relative_absolute_error: 0.856, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4266, root_relative_squared_error: 0.8964, scimark_benchmark: 1298.7363, usercpu_time_millis: 0.231, usercpu_time_millis_testing: 0.106, usercpu_time_millis_training: 0.125,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1273.9179, usercpu_time_millis: 0.248, usercpu_time_millis_testing: 0.12, usercpu_time_millis_training: 0.128,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1277.362, usercpu_time_millis: 0.223, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1290.3868, usercpu_time_millis: 0.221, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.114,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1298.6225, usercpu_time_millis: 0.245, usercpu_time_millis_testing: 0.122, usercpu_time_millis_training: 0.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 748.081, mean_absolute_error: 0.1233, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.2722, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1684, root_relative_squared_error: 0.354, scimark_benchmark: 1320.5158, usercpu_time_millis: 0.32, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.212,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 733.9328, mean_absolute_error: 0.1312, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.2895, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.3683, scimark_benchmark: 1295.5548, usercpu_time_millis: 0.356, usercpu_time_millis_testing: 0.116, usercpu_time_millis_training: 0.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1300.4164, usercpu_time_millis: 0.396, usercpu_time_millis_testing: 0.181, usercpu_time_millis_training: 0.215,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9876, f_measure: 0.9352, kappa: 0.855, kb_relative_information_score: 539.9733, mean_absolute_error: 0.2284, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9384, predictive_accuracy: 0.9363, prior_entropy: 0.9312, recall: 0.9363, relative_absolute_error: 0.5042, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2714, root_relative_squared_error: 0.5703, scimark_benchmark: 1300.4164, usercpu_time_millis: 0.28, usercpu_time_millis_testing: 0.112, usercpu_time_millis_training: 0.168,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1303.3768, usercpu_time_millis: 0.232, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7524, f_measure: 0.5434, kappa: 0.038, kb_relative_information_score: 82.7262, mean_absolute_error: 0.4189, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.6686, predictive_accuracy: 0.6608, prior_entropy: 0.9312, recall: 0.6608, relative_absolute_error: 0.9247, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4479, root_relative_squared_error: 0.9412, scimark_benchmark: 1299.7913, usercpu_time_millis: 0.221, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 0.119,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1269.0827, usercpu_time_millis: 0.228, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1304.2863, usercpu_time_millis: 0.241, usercpu_time_millis_testing: 0.115, usercpu_time_millis_training: 0.126,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1298.9289, usercpu_time_millis: 0.231, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.12,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1290.1426, usercpu_time_millis: 0.225, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.118,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 804.6206, mean_absolute_error: 0.0903, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1993, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1441, root_relative_squared_error: 0.3027, scimark_benchmark: 1282.0392, usercpu_time_millis: 0.371, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9784, f_measure: 0.8972, kappa: 0.7684, kb_relative_information_score: 475.4937, mean_absolute_error: 0.255, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9078, predictive_accuracy: 0.9008, prior_entropy: 0.9312, recall: 0.9008, relative_absolute_error: 0.5628, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3014, root_relative_squared_error: 0.6333, scimark_benchmark: 1290.4445, usercpu_time_millis: 0.308, usercpu_time_millis_testing: 0.118, usercpu_time_millis_training: 0.19,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7778, f_measure: 0.7155, kappa: 0.3599, kb_relative_information_score: 151.7557, mean_absolute_error: 0.3869, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7635, predictive_accuracy: 0.7484, prior_entropy: 0.9312, recall: 0.7484, relative_absolute_error: 0.854, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4258, root_relative_squared_error: 0.8948, scimark_benchmark: 1292.0922, usercpu_time_millis: 0.231, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7825, f_measure: 0.6686, kappa: 0.268, kb_relative_information_score: 113.2514, mean_absolute_error: 0.4071, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7708, predictive_accuracy: 0.7255, prior_entropy: 0.9312, recall: 0.7255, relative_absolute_error: 0.8986, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4362, root_relative_squared_error: 0.9167, scimark_benchmark: 1285.5545, usercpu_time_millis: 0.26, usercpu_time_millis_testing: 0.115, usercpu_time_millis_training: 0.145,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6499, f_measure: 0.5165, kb_relative_information_score: 54.1585, mean_absolute_error: 0.4313, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.952, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4576, root_relative_squared_error: 0.9616, scimark_benchmark: 1279.7163, usercpu_time_millis: 0.23, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.119,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1275.7099, usercpu_time_millis: 0.246, usercpu_time_millis_testing: 0.114, usercpu_time_millis_training: 0.132,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6808, f_measure: 0.5165, kb_relative_information_score: 68.6301, mean_absolute_error: 0.425, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9381, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4538, root_relative_squared_error: 0.9536, scimark_benchmark: 1290.1003, usercpu_time_millis: 0.251, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 0.134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1303.1069, usercpu_time_millis: 0.227, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.118,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6788, f_measure: 0.5165, kb_relative_information_score: 1.8157, mean_absolute_error: 0.4523, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9984, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4752, root_relative_squared_error: 0.9986, scimark_benchmark: 1269.3002, usercpu_time_millis: 0.229, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7716, f_measure: 0.717, kappa: 0.3642, kb_relative_information_score: 124.6542, mean_absolute_error: 0.4, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7726, predictive_accuracy: 0.7516, prior_entropy: 0.9312, recall: 0.7516, relative_absolute_error: 0.8831, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4341, root_relative_squared_error: 0.9121, scimark_benchmark: 1266.4775, usercpu_time_millis: 0.23, usercpu_time_millis_testing: 0.106, usercpu_time_millis_training: 0.124,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9906, f_measure: 0.9779, kappa: 0.9509, kb_relative_information_score: 605.8365, mean_absolute_error: 0.1982, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9786, predictive_accuracy: 0.9781, prior_entropy: 0.9312, recall: 0.9781, relative_absolute_error: 0.4375, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2388, root_relative_squared_error: 0.5018, scimark_benchmark: 1274.933, usercpu_time_millis: 0.289, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.181,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6586, f_measure: 0.5165, kb_relative_information_score: 45.7994, mean_absolute_error: 0.4348, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9597, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4599, root_relative_squared_error: 0.9665, scimark_benchmark: 1272.6016, usercpu_time_millis: 0.244, usercpu_time_millis_testing: 0.112, usercpu_time_millis_training: 0.132,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6557, f_measure: 0.5165, kb_relative_information_score: 62.254, mean_absolute_error: 0.4278, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9443, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4555, root_relative_squared_error: 0.9573, scimark_benchmark: 1304.3366, usercpu_time_millis: 0.224, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.119,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 787.6779, mean_absolute_error: 0.1004, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.2217, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1509, root_relative_squared_error: 0.317, scimark_benchmark: 1298.2274, usercpu_time_millis: 0.436, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.328,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7683, f_measure: 0.7187, kappa: 0.3685, kb_relative_information_score: 108.6641, mean_absolute_error: 0.4076, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7773, predictive_accuracy: 0.7537, prior_entropy: 0.9312, recall: 0.7537, relative_absolute_error: 0.8997, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4389, root_relative_squared_error: 0.9223, scimark_benchmark: 1305.6927, usercpu_time_millis: 0.234, usercpu_time_millis_testing: 0.11, usercpu_time_millis_training: 0.124,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1266.5067, usercpu_time_millis: 0.225, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.116,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1302.0943, usercpu_time_millis: 0.23, usercpu_time_millis_testing: 0.116, usercpu_time_millis_training: 0.114,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1301.6044, usercpu_time_millis: 0.222, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1297.5377, usercpu_time_millis: 0.239, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1270.6088, usercpu_time_millis: 0.228, usercpu_time_millis_testing: 0.11, usercpu_time_millis_training: 0.118,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1277.6069, usercpu_time_millis: 0.228, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.12,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1280.4453, usercpu_time_millis: 0.225, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.116,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9908, f_measure: 0.9811, kappa: 0.958, kb_relative_information_score: 644.2023, mean_absolute_error: 0.1791, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9817, predictive_accuracy: 0.9812, prior_entropy: 0.9312, recall: 0.9812, relative_absolute_error: 0.3953, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2199, root_relative_squared_error: 0.4621, scimark_benchmark: 1274.3246, usercpu_time_millis: 0.303, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.196,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1305.3062, usercpu_time_millis: 0.245, usercpu_time_millis_testing: 0.112, usercpu_time_millis_training: 0.133,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1280.2763, usercpu_time_millis: 0.216, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 0.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1296.3497, usercpu_time_millis: 0.227, usercpu_time_millis_testing: 0.106, usercpu_time_millis_training: 0.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9956, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 829.9968, mean_absolute_error: 0.0748, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1651, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1349, root_relative_squared_error: 0.2835, scimark_benchmark: 1303.707, usercpu_time_millis: 0.622, usercpu_time_millis_testing: 0.119, usercpu_time_millis_training: 0.503,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5165, kb_relative_information_score: 26.1816, mean_absolute_error: 0.4427, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9773, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4661, root_relative_squared_error: 0.9795, scimark_benchmark: 1306.3512, usercpu_time_millis: 0.229, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1300.1525, usercpu_time_millis: 0.276, usercpu_time_millis_testing: 0.135, usercpu_time_millis_training: 0.141,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1279.2952, usercpu_time_millis: 0.235, usercpu_time_millis_testing: 0.118, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1303.8156, usercpu_time_millis: 0.236, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1278.2888, usercpu_time_millis: 0.217, usercpu_time_millis_testing: 0.103, usercpu_time_millis_training: 0.114,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1294.4591, usercpu_time_millis: 0.266, usercpu_time_millis_testing: 0.126, usercpu_time_millis_training: 0.14,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7867, f_measure: 0.672, kappa: 0.273, kb_relative_information_score: 114.5742, mean_absolute_error: 0.4066, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.761, predictive_accuracy: 0.7255, prior_entropy: 0.9312, recall: 0.7255, relative_absolute_error: 0.8976, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4357, root_relative_squared_error: 0.9155, scimark_benchmark: 1310.9456, usercpu_time_millis: 0.23, usercpu_time_millis_testing: 0.106, usercpu_time_millis_training: 0.124,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7471, f_measure: 0.5732, kappa: 0.0863, kb_relative_information_score: 84.5489, mean_absolute_error: 0.418, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.6929, predictive_accuracy: 0.6722, prior_entropy: 0.9312, recall: 0.6722, relative_absolute_error: 0.9227, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.448, root_relative_squared_error: 0.9414, scimark_benchmark: 1294.0852, usercpu_time_millis: 0.24, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.129,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7618, f_measure: 0.5559, kappa: 0.0659, kb_relative_information_score: 85.2838, mean_absolute_error: 0.4184, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7813, predictive_accuracy: 0.6712, prior_entropy: 0.9312, recall: 0.6712, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.446, root_relative_squared_error: 0.9372, scimark_benchmark: 1278.5737, usercpu_time_millis: 0.364, usercpu_time_millis_testing: 0.186, usercpu_time_millis_training: 0.178,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7917, f_measure: 0.7097, kappa: 0.3441, kb_relative_information_score: 186.1152, mean_absolute_error: 0.3692, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7339, predictive_accuracy: 0.7359, prior_entropy: 0.9312, recall: 0.7359, relative_absolute_error: 0.8149, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4179, root_relative_squared_error: 0.8782, scimark_benchmark: 1298.1122, usercpu_time_millis: 0.222, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 0.12,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1275.2629, usercpu_time_millis: 0.221, usercpu_time_millis_testing: 0.106, usercpu_time_millis_training: 0.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1286.8326, usercpu_time_millis: 0.262, usercpu_time_millis_testing: 0.127, usercpu_time_millis_training: 0.135,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 805.2197, mean_absolute_error: 0.0899, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1985, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1438, root_relative_squared_error: 0.3022, scimark_benchmark: 1284.7075, usercpu_time_millis: 0.438, usercpu_time_millis_testing: 0.132, usercpu_time_millis_training: 0.306,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9865, f_measure: 0.9264, kappa: 0.835, kb_relative_information_score: 520.635, mean_absolute_error: 0.2377, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.931, predictive_accuracy: 0.928, prior_entropy: 0.9312, recall: 0.928, relative_absolute_error: 0.5247, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2799, root_relative_squared_error: 0.5881, scimark_benchmark: 1274.4528, usercpu_time_millis: 0.334, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.229,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1305.9144, usercpu_time_millis: 0.217, usercpu_time_millis_testing: 0.104, usercpu_time_millis_training: 0.113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9876, f_measure: 0.9341, kappa: 0.8525, kb_relative_information_score: 530.873, mean_absolute_error: 0.2331, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9375, predictive_accuracy: 0.9353, prior_entropy: 0.9312, recall: 0.9353, relative_absolute_error: 0.5147, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2749, root_relative_squared_error: 0.5777, scimark_benchmark: 1306.2987, usercpu_time_millis: 0.294, usercpu_time_millis_testing: 0.115, usercpu_time_millis_training: 0.179,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6844, f_measure: 0.5165, kb_relative_information_score: 63.0647, mean_absolute_error: 0.4273, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9433, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4549, root_relative_squared_error: 0.9559, scimark_benchmark: 1296.3183, usercpu_time_millis: 0.214, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 0.112,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1287.5305, usercpu_time_millis: 0.228, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.12,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1281.896, usercpu_time_millis: 0.254, usercpu_time_millis_testing: 0.137, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1268.7386, usercpu_time_millis: 0.226, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.117,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8215, f_measure: 0.7409, kappa: 0.4143, kb_relative_information_score: 227.8195, mean_absolute_error: 0.3524, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7683, predictive_accuracy: 0.763, prior_entropy: 0.9312, recall: 0.763, relative_absolute_error: 0.778, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4034, root_relative_squared_error: 0.8478, scimark_benchmark: 1294.2321, usercpu_time_millis: 0.243, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9954, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 822.8633, mean_absolute_error: 0.0791, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1747, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1374, root_relative_squared_error: 0.2887, scimark_benchmark: 1303.1377, usercpu_time_millis: 0.382, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.273,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1275.6793, usercpu_time_millis: 0.221, usercpu_time_millis_testing: 0.108, usercpu_time_millis_training: 0.113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9947, f_measure: 0.9832, kappa: 0.9627, kb_relative_information_score: 814.7415, mean_absolute_error: 0.0842, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9837, predictive_accuracy: 0.9833, prior_entropy: 0.9312, recall: 0.9833, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1402, root_relative_squared_error: 0.2947, scimark_benchmark: 1304.5552, usercpu_time_millis: 0.432, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.327,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8072, f_measure: 0.7395, kappa: 0.4117, kb_relative_information_score: 202.4927, mean_absolute_error: 0.3643, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7739, predictive_accuracy: 0.7641, prior_entropy: 0.9312, recall: 0.7641, relative_absolute_error: 0.8042, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.411, root_relative_squared_error: 0.8637, scimark_benchmark: 1278.5886, usercpu_time_millis: 0.239, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 0.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9821, f_measure: 0.9164, kappa: 0.8123, kb_relative_information_score: 485.8403, mean_absolute_error: 0.2528, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9228, predictive_accuracy: 0.9186, prior_entropy: 0.9312, recall: 0.9186, relative_absolute_error: 0.5582, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2956, root_relative_squared_error: 0.6211, scimark_benchmark: 1299.7626, usercpu_time_millis: 0.261, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.156,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1300.1308, usercpu_time_millis: 0.25, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 0.133,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1300.397, usercpu_time_millis: 0.245, usercpu_time_millis_testing: 0.124, usercpu_time_millis_training: 0.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.877, f_measure: 0.7598, kappa: 0.4577, kb_relative_information_score: 267.7568, mean_absolute_error: 0.3394, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.8008, predictive_accuracy: 0.7829, prior_entropy: 0.9312, recall: 0.7829, relative_absolute_error: 0.7493, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3856, root_relative_squared_error: 0.8102, scimark_benchmark: 1270.8954, usercpu_time_millis: 0.248, usercpu_time_millis_testing: 0.103, usercpu_time_millis_training: 0.145,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1262.5278, usercpu_time_millis: 0.248, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 0.131,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9856, f_measure: 0.9264, kappa: 0.835, kb_relative_information_score: 514.381, mean_absolute_error: 0.2399, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.931, predictive_accuracy: 0.928, prior_entropy: 0.9312, recall: 0.928, relative_absolute_error: 0.5296, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2832, root_relative_squared_error: 0.595, scimark_benchmark: 1278.8709, usercpu_time_millis: 0.301, usercpu_time_millis_testing: 0.126, usercpu_time_millis_training: 0.175,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.9264, kappa: 0.835, kb_relative_information_score: 513.0228, mean_absolute_error: 0.241, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.931, predictive_accuracy: 0.928, prior_entropy: 0.9312, recall: 0.928, relative_absolute_error: 0.5319, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2835, root_relative_squared_error: 0.5957, scimark_benchmark: 1291.0599, usercpu_time_millis: 0.28, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.167,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4957, f_measure: 0.5165, kb_relative_information_score: 0.2143, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1275.7549, usercpu_time_millis: 0.232, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9876, f_measure: 0.9341, kappa: 0.8525, kb_relative_information_score: 537.4157, mean_absolute_error: 0.2302, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.9375, predictive_accuracy: 0.9353, prior_entropy: 0.9312, recall: 0.9353, relative_absolute_error: 0.5082, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.272, root_relative_squared_error: 0.5716, scimark_benchmark: 1275.8892, usercpu_time_millis: 0.278, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.165,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7582, f_measure: 0.6799, kappa: 0.2772, kb_relative_information_score: 109.2035, mean_absolute_error: 0.4066, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7012, predictive_accuracy: 0.7109, prior_entropy: 0.9312, recall: 0.7109, relative_absolute_error: 0.8975, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4407, root_relative_squared_error: 0.9261, scimark_benchmark: 1301.326, usercpu_time_millis: 4.16, usercpu_time_millis_testing: 0.411, usercpu_time_millis_training: 3.749,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7964, f_measure: 0.5712, kappa: 0.0924, kb_relative_information_score: 93.5073, mean_absolute_error: 0.4158, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.7845, predictive_accuracy: 0.6785, prior_entropy: 0.9312, recall: 0.6785, relative_absolute_error: 0.9179, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4421, root_relative_squared_error: 0.9291, scimark_benchmark: 1301.0975, usercpu_time_millis: 13.905, usercpu_time_millis_testing: 1.638, usercpu_time_millis_training: 12.267,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4983, f_measure: 0.5165, kb_relative_information_score: -0.6489, mean_absolute_error: 0.4531, mean_prior_absolute_error: 0.453, number_of_instances: 958, precision: 0.427, predictive_accuracy: 0.6534, prior_entropy: 0.9312, recall: 0.6534, relative_absolute_error: 1.0002, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1302.8804, usercpu_time_millis: 0.641, usercpu_time_millis_testing: 0.228, usercpu_time_millis_training: 0.413,

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