Task
Supervised Data Stream Classification on BNG(anneal)

Supervised Data Stream Classification on BNG(anneal)

Task 2127 Supervised Data Stream Classification BNG(anneal) 189 runs submitted
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Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.981, f_measure: 0.9436, kappa: 0.8607, kb_relative_information_score: 930244.6931, mean_absolute_error: 0.0253, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.943, predictive_accuracy: 0.9446, prior_entropy: 2.585, recall: 0.9446, relative_absolute_error: 0.0912, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1219, root_relative_squared_error: 0.327,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9355, f_measure: 0.8624, kappa: 0.6687, kb_relative_information_score: 819980.5434, mean_absolute_error: 0.066, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8899, predictive_accuracy: 0.848, prior_entropy: 2.585, recall: 0.848, relative_absolute_error: 0.2377, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1947, root_relative_squared_error: 0.5224,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9584, kappa: 0.8976, kb_relative_information_score: 947718.0418, mean_absolute_error: 0.0199, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9581, predictive_accuracy: 0.9592, prior_entropy: 2.585, recall: 0.9592, relative_absolute_error: 0.0718, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1005, root_relative_squared_error: 0.2697,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9585, kappa: 0.8977, kb_relative_information_score: 947614.8858, mean_absolute_error: 0.02, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9582, predictive_accuracy: 0.9593, prior_entropy: 2.585, recall: 0.9593, relative_absolute_error: 0.072, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.2702,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 940528.3346, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.3599,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9271, f_measure: 0.9443, kappa: 0.8626, kb_relative_information_score: 940253.9974, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.9458, prior_entropy: 2.585, recall: 0.9458, relative_absolute_error: 0.0651, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1344, root_relative_squared_error: 0.3608,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8546, f_measure: 0.8908, kappa: 0.7198, kb_relative_information_score: 877892.427, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8946, predictive_accuracy: 0.8892, prior_entropy: 2.585, recall: 0.8892, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1922, root_relative_squared_error: 0.5157,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8546, f_measure: 0.8908, kappa: 0.7198, kb_relative_information_score: 877892.427, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8946, predictive_accuracy: 0.8892, prior_entropy: 2.585, recall: 0.8892, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1922, root_relative_squared_error: 0.5157,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9226, f_measure: 0.9417, kappa: 0.8561, kb_relative_information_score: 937603.1734, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.941, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.068, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1374, root_relative_squared_error: 0.3687,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 940534.9451, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.3599,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8633, kb_relative_information_score: 940506.2994, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1342, root_relative_squared_error: 0.36,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 940536.0469, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.3599,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.9442, kappa: 0.8623, kb_relative_information_score: 940096.4464, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9435, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0652, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1346, root_relative_squared_error: 0.3612,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.9442, kappa: 0.8624, kb_relative_information_score: 940110.7692, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9435, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0652, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1346, root_relative_squared_error: 0.3612,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9888, f_measure: 0.9473, kappa: 0.87, kb_relative_information_score: 933451.5459, mean_absolute_error: 0.0255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9468, predictive_accuracy: 0.9485, prior_entropy: 2.585, recall: 0.9485, relative_absolute_error: 0.0916, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1125, root_relative_squared_error: 0.302,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9272, f_measure: 0.9441, kappa: 0.8623, kb_relative_information_score: 940073.3095, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9435, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0653, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1347, root_relative_squared_error: 0.3613,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9062, f_measure: 0.9297, kappa: 0.8246, kb_relative_information_score: 923993.1865, mean_absolute_error: 0.023, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9291, predictive_accuracy: 0.931, prior_entropy: 2.585, recall: 0.931, relative_absolute_error: 0.0828, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1516, root_relative_squared_error: 0.4069,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 940528.3346, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.3599,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9887, f_measure: 0.9477, kappa: 0.871, kb_relative_information_score: 934008.3421, mean_absolute_error: 0.0252, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9472, predictive_accuracy: 0.9489, prior_entropy: 2.585, recall: 0.9489, relative_absolute_error: 0.0909, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1121, root_relative_squared_error: 0.3009,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.9441, kappa: 0.8621, kb_relative_information_score: 940009.4077, mean_absolute_error: 0.0182, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9434, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0653, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1347, root_relative_squared_error: 0.3615,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9281, f_measure: 0.9445, kappa: 0.8632, kb_relative_information_score: 940425.8713, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9438, predictive_accuracy: 0.9459, prior_entropy: 2.585, recall: 0.9459, relative_absolute_error: 0.0649, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1343, root_relative_squared_error: 0.3602,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9584, kappa: 0.8976, kb_relative_information_score: 947559.5931, mean_absolute_error: 0.02, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9581, predictive_accuracy: 0.9592, prior_entropy: 2.585, recall: 0.9592, relative_absolute_error: 0.0719, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1009, root_relative_squared_error: 0.2709,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9885, f_measure: 0.9466, kappa: 0.8684, kb_relative_information_score: 932850.2083, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9461, predictive_accuracy: 0.9479, prior_entropy: 2.585, recall: 0.9479, relative_absolute_error: 0.092, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1132, root_relative_squared_error: 0.3037,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.9442, kappa: 0.8624, kb_relative_information_score: 940110.7692, mean_absolute_error: 0.0181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9435, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0652, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1346, root_relative_squared_error: 0.3612,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9582, kappa: 0.8971, kb_relative_information_score: 947636.9062, mean_absolute_error: 0.0199, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9579, predictive_accuracy: 0.9591, prior_entropy: 2.585, recall: 0.9591, relative_absolute_error: 0.0717, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1006, root_relative_squared_error: 0.27,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.928, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 940534.9451, mean_absolute_error: 0.018, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0648, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1341, root_relative_squared_error: 0.3599,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9827, f_measure: 0.9466, kappa: 0.8685, kb_relative_information_score: 934335.7932, mean_absolute_error: 0.0239, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.946, predictive_accuracy: 0.9479, prior_entropy: 2.585, recall: 0.9479, relative_absolute_error: 0.0862, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1177, root_relative_squared_error: 0.3159,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8754, f_measure: 0.8782, kappa: 0.6349, kb_relative_information_score: 755996.5099, mean_absolute_error: 0.0899, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9388, predictive_accuracy: 0.8312, prior_entropy: 2.585, recall: 0.8312, relative_absolute_error: 0.3235, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2359, root_relative_squared_error: 0.633,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8753, f_measure: 0.8782, kappa: 0.6349, kb_relative_information_score: 755992.8306, mean_absolute_error: 0.0898, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9388, predictive_accuracy: 0.8312, prior_entropy: 2.585, recall: 0.8312, relative_absolute_error: 0.3234, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2359, root_relative_squared_error: 0.633,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9878, f_measure: 0.9465, kappa: 0.8679, kb_relative_information_score: 932770.5647, mean_absolute_error: 0.0255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9459, predictive_accuracy: 0.9477, prior_entropy: 2.585, recall: 0.9477, relative_absolute_error: 0.0918, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1136, root_relative_squared_error: 0.3049,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9878, f_measure: 0.9465, kappa: 0.8679, kb_relative_information_score: 932770.5647, mean_absolute_error: 0.0255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9459, predictive_accuracy: 0.9477, prior_entropy: 2.585, recall: 0.9477, relative_absolute_error: 0.0918, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1136, root_relative_squared_error: 0.3049,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8749, f_measure: 0.8781, kappa: 0.6347, kb_relative_information_score: 755863.4032, mean_absolute_error: 0.0899, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9387, predictive_accuracy: 0.8311, prior_entropy: 2.585, recall: 0.8311, relative_absolute_error: 0.3235, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2361, root_relative_squared_error: 0.6336,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9811, f_measure: 0.9446, kappa: 0.8634, kb_relative_information_score: 932211.0943, mean_absolute_error: 0.0247, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9439, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.089, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1198, root_relative_squared_error: 0.3215,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9878, f_measure: 0.9465, kappa: 0.8679, kb_relative_information_score: 932770.5647, mean_absolute_error: 0.0255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9459, predictive_accuracy: 0.9477, prior_entropy: 2.585, recall: 0.9477, relative_absolute_error: 0.0918, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1136, root_relative_squared_error: 0.3049,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9887, f_measure: 0.9477, kappa: 0.871, kb_relative_information_score: 934008.3421, mean_absolute_error: 0.0252, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9472, predictive_accuracy: 0.9489, prior_entropy: 2.585, recall: 0.9489, relative_absolute_error: 0.0909, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1121, root_relative_squared_error: 0.3009,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9878, f_measure: 0.9465, kappa: 0.8679, kb_relative_information_score: 932770.5647, mean_absolute_error: 0.0255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9459, predictive_accuracy: 0.9477, prior_entropy: 2.585, recall: 0.9477, relative_absolute_error: 0.0918, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1136, root_relative_squared_error: 0.3049,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8753, f_measure: 0.8782, kappa: 0.6349, kb_relative_information_score: 755992.8306, mean_absolute_error: 0.0898, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9388, predictive_accuracy: 0.8312, prior_entropy: 2.585, recall: 0.8312, relative_absolute_error: 0.3234, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2359, root_relative_squared_error: 0.633,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9885, f_measure: 0.9466, kappa: 0.8684, kb_relative_information_score: 932850.2083, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9461, predictive_accuracy: 0.9479, prior_entropy: 2.585, recall: 0.9479, relative_absolute_error: 0.092, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1132, root_relative_squared_error: 0.3037,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.9456, kappa: 0.8659, kb_relative_information_score: 932013.6925, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9451, predictive_accuracy: 0.9467, prior_entropy: 2.585, recall: 0.9467, relative_absolute_error: 0.0921, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1157, root_relative_squared_error: 0.3104,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9602, f_measure: 0.8738, kappa: 0.6869, kb_relative_information_score: 883805.0398, mean_absolute_error: 0.0422, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8901, predictive_accuracy: 0.8933, prior_entropy: 2.585, recall: 0.8933, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1582, root_relative_squared_error: 0.4244,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9509, f_measure: 0.8681, kappa: 0.6689, kb_relative_information_score: 833724.8529, mean_absolute_error: 0.0564, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9077, predictive_accuracy: 0.8462, prior_entropy: 2.585, recall: 0.8462, relative_absolute_error: 0.2031, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.201, root_relative_squared_error: 0.5392,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.0222, kappa: 0, kb_relative_information_score: 17679.217, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0124, predictive_accuracy: 0.1084, prior_entropy: 2.585, recall: 0.1084, relative_absolute_error: 1.0699, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5449, root_relative_squared_error: 1.4622,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8335, f_measure: 0.8726, kappa: 0.7078, kb_relative_information_score: 368939.5255, mean_absolute_error: 0.2255, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8831, predictive_accuracy: 0.8976, prior_entropy: 2.585, recall: 0.8976, relative_absolute_error: 0.8116, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3157, root_relative_squared_error: 0.847,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9838, f_measure: 0.9345, kappa: 0.8402, kb_relative_information_score: 907111.7958, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9337, predictive_accuracy: 0.9367, prior_entropy: 2.585, recall: 0.9367, relative_absolute_error: 0.1327, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1274, root_relative_squared_error: 0.342,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9464, kappa: 0.8721, kb_relative_information_score: 938073.5239, mean_absolute_error: 0.0235, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9456, predictive_accuracy: 0.9498, prior_entropy: 2.585, recall: 0.9498, relative_absolute_error: 0.0846, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1098, root_relative_squared_error: 0.2947,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9829, f_measure: 0.943, kappa: 0.8598, kb_relative_information_score: 932010.0266, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9431, predictive_accuracy: 0.9456, prior_entropy: 2.585, recall: 0.9456, relative_absolute_error: 0.0914, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1151, root_relative_squared_error: 0.3088,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9509, f_measure: 0.8682, kappa: 0.6691, kb_relative_information_score: 833661.6363, mean_absolute_error: 0.0564, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9079, predictive_accuracy: 0.8462, prior_entropy: 2.585, recall: 0.8462, relative_absolute_error: 0.2031, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2011, root_relative_squared_error: 0.5395,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.0222, kappa: 0, kb_relative_information_score: 18069.4105, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0124, predictive_accuracy: 0.1085, prior_entropy: 2.585, recall: 0.1085, relative_absolute_error: 1.0699, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5439, root_relative_squared_error: 1.4594,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.0222, kappa: -0.0004, kb_relative_information_score: 18149.9853, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0125, predictive_accuracy: 0.1086, prior_entropy: 2.585, recall: 0.1086, relative_absolute_error: 1.0697, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5443, root_relative_squared_error: 1.4604,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.985, f_measure: 0.9379, kappa: 0.8536, kb_relative_information_score: 929507.1962, mean_absolute_error: 0.026, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9355, predictive_accuracy: 0.9426, prior_entropy: 2.585, recall: 0.9426, relative_absolute_error: 0.0935, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1163, root_relative_squared_error: 0.312,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9071, f_measure: 0.9171, kappa: 0.7953, kb_relative_information_score: 372585.8643, mean_absolute_error: 0.2247, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9163, predictive_accuracy: 0.9192, prior_entropy: 2.585, recall: 0.9192, relative_absolute_error: 0.809, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3143, root_relative_squared_error: 0.8435,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6541, f_measure: 0.7546, kappa: 0.4091, kb_relative_information_score: 741764.9452, mean_absolute_error: 0.0949, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6944, predictive_accuracy: 0.8284, prior_entropy: 2.585, recall: 0.8284, relative_absolute_error: 0.3416, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2227, root_relative_squared_error: 0.5975,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6722, f_measure: 0.7604, kappa: 0.4257, kb_relative_information_score: 810688.999, mean_absolute_error: 0.0574, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7311, predictive_accuracy: 0.8279, prior_entropy: 2.585, recall: 0.8279, relative_absolute_error: 0.2065, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2353, root_relative_squared_error: 0.6315,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.983, f_measure: 0.9376, kappa: 0.8497, kb_relative_information_score: 925089.0059, mean_absolute_error: 0.0278, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9357, predictive_accuracy: 0.9414, prior_entropy: 2.585, recall: 0.9414, relative_absolute_error: 0.1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1188, root_relative_squared_error: 0.3188,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4861, f_measure: 0.5839, kappa: -0.0135, kb_relative_information_score: 591451.0364, mean_absolute_error: 0.1276, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5968, predictive_accuracy: 0.5854, prior_entropy: 2.585, recall: 0.5854, relative_absolute_error: 0.4595, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3425, root_relative_squared_error: 0.9189,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9201, f_measure: 0.9144, kappa: 0.7855, kb_relative_information_score: 894519.6102, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9204, predictive_accuracy: 0.9112, prior_entropy: 2.585, recall: 0.9112, relative_absolute_error: 0.1362, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1537, root_relative_squared_error: 0.4123,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9503, f_measure: 0.868, kappa: 0.6687, kb_relative_information_score: 833024.7722, mean_absolute_error: 0.0569, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9075, predictive_accuracy: 0.8461, prior_entropy: 2.585, recall: 0.8461, relative_absolute_error: 0.2048, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2005, root_relative_squared_error: 0.5381,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6929, f_measure: 0.7568, kappa: 0.4172, kb_relative_information_score: 741156.8091, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.73, predictive_accuracy: 0.8291, prior_entropy: 2.585, recall: 0.8291, relative_absolute_error: 0.3427, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2181, root_relative_squared_error: 0.5852,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.981, f_measure: 0.9435, kappa: 0.8605, kb_relative_information_score: 930080.59, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9445, prior_entropy: 2.585, recall: 0.9445, relative_absolute_error: 0.0914, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.122, root_relative_squared_error: 0.3273,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9425, f_measure: 0.9168, kappa: 0.7939, kb_relative_information_score: 902194.2198, mean_absolute_error: 0.0325, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9159, prior_entropy: 2.585, recall: 0.9159, relative_absolute_error: 0.1169, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1528, root_relative_squared_error: 0.41,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9469, f_measure: 0.8545, kappa: 0.6376, kb_relative_information_score: 837826.1003, mean_absolute_error: 0.0556, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8775, predictive_accuracy: 0.8432, prior_entropy: 2.585, ram_hours: 0, recall: 0.8432, relative_absolute_error: 0.2, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1988, root_relative_squared_error: 0.5334, run_cpu_time: 52.1043,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9508, f_measure: 0.868, kappa: 0.6688, kb_relative_information_score: 833522.8873, mean_absolute_error: 0.0565, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9078, predictive_accuracy: 0.8461, prior_entropy: 2.585, ram_hours: 0, recall: 0.8461, relative_absolute_error: 0.2032, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2012, root_relative_squared_error: 0.5398, run_cpu_time: 26.7972,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9593, kappa: 0.8994, kb_relative_information_score: 876308.0683, mean_absolute_error: 0.0586, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.959, predictive_accuracy: 0.9599, prior_entropy: 2.585, ram_hours: 0.0015, recall: 0.9599, relative_absolute_error: 0.2109, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1281, root_relative_squared_error: 0.3438, run_cpu_time: 166.8951,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6624, f_measure: 0.7615, kappa: 0.4246, kb_relative_information_score: 810598.6909, mean_absolute_error: 0.0573, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7326, predictive_accuracy: 0.828, prior_entropy: 2.585, ram_hours: 0, recall: 0.828, relative_absolute_error: 0.2062, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.239, root_relative_squared_error: 0.6414, run_cpu_time: 11.76,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9387, f_measure: 0.9234, kappa: 0.814, kb_relative_information_score: 907029.8943, mean_absolute_error: 0.033, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9207, predictive_accuracy: 0.9267, prior_entropy: 2.585, ram_hours: 0, recall: 0.9267, relative_absolute_error: 0.1187, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1425, root_relative_squared_error: 0.3825, run_cpu_time: 13.41,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9835, f_measure: 0.946, kappa: 0.8669, kb_relative_information_score: 933166.8246, mean_absolute_error: 0.0243, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9454, predictive_accuracy: 0.9469, prior_entropy: 2.585, ram_hours: 0, recall: 0.9469, relative_absolute_error: 0.0873, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1191, root_relative_squared_error: 0.3195, run_cpu_time: 52.11,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9581, kappa: 0.8968, kb_relative_information_score: 947563.7221, mean_absolute_error: 0.0199, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9578, predictive_accuracy: 0.9589, prior_entropy: 2.585, ram_hours: 0.0054, recall: 0.9589, relative_absolute_error: 0.0718, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.101, root_relative_squared_error: 0.2711, run_cpu_time: 297.84,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9529, f_measure: 0.8794, kappa: 0.6971, kb_relative_information_score: 862723.9007, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8818, predictive_accuracy: 0.8913, prior_entropy: 2.585, ram_hours: 0, recall: 0.8913, relative_absolute_error: 0.1853, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1619, root_relative_squared_error: 0.4345, run_cpu_time: 11.6209,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0222, kappa: 0, kb_relative_information_score: 17694.5402, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0124, predictive_accuracy: 0.1084, prior_entropy: 2.585, ram_hours: 0, recall: 0.1084, relative_absolute_error: 1.0699, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5452, root_relative_squared_error: 1.4628, run_cpu_time: 10.72,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9881, f_measure: 0.9471, kappa: 0.8696, kb_relative_information_score: 932827.1642, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9466, predictive_accuracy: 0.9484, prior_entropy: 2.585, ram_hours: 0.0012, recall: 0.9484, relative_absolute_error: 0.0927, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1127, root_relative_squared_error: 0.3024, run_cpu_time: 193.62,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.5966, kappa: -0.0008, kb_relative_information_score: 555599.1671, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5966, predictive_accuracy: 0.5966, prior_entropy: 2.585, ram_hours: 0, recall: 0.5966, relative_absolute_error: 0.484, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3667, root_relative_squared_error: 0.9839, run_cpu_time: 11.02,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9459, f_measure: 0.8724, kappa: 0.6852, kb_relative_information_score: 883054.5183, mean_absolute_error: 0.0422, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8861, predictive_accuracy: 0.892, prior_entropy: 2.585, ram_hours: 0.0022, recall: 0.892, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1607, root_relative_squared_error: 0.4311, run_cpu_time: 10877.11,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.0222, kappa: -0.0004, kb_relative_information_score: 17876.3298, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0125, predictive_accuracy: 0.1086, prior_entropy: 2.585, ram_hours: 0, recall: 0.1086, relative_absolute_error: 1.0697, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5451, root_relative_squared_error: 1.4627, run_cpu_time: 9.6273,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9528, kappa: 0.8837, kb_relative_information_score: 892961.0875, mean_absolute_error: 0.0492, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9523, predictive_accuracy: 0.9539, prior_entropy: 2.585, ram_hours: 0.0213, recall: 0.9539, relative_absolute_error: 0.1772, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.119, root_relative_squared_error: 0.3193, run_cpu_time: 576.4303,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91241.1505, mean_absolute_error: 0.3301, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0.0026, recall: 0.0095, relative_absolute_error: 1.1885, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5744, root_relative_squared_error: 1.5414, run_cpu_time: 47.8265,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4992, f_measure: 0.6559, kappa: -0, kb_relative_information_score: 630195.6754, mean_absolute_error: 0.1344, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5771, predictive_accuracy: 0.7597, prior_entropy: 2.585, ram_hours: 0, recall: 0.7597, relative_absolute_error: 0.4838, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2592, root_relative_squared_error: 0.6954, run_cpu_time: 10.5123,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.947, kappa: 0.8693, kb_relative_information_score: 933455.3614, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9464, predictive_accuracy: 0.9482, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.9482, relative_absolute_error: 0.0913, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1129, root_relative_squared_error: 0.303, run_cpu_time: 95.2448,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9425, f_measure: 0.9168, kappa: 0.7939, kb_relative_information_score: 902194.2198, mean_absolute_error: 0.0325, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9159, prior_entropy: 2.585, ram_hours: 0, recall: 0.9159, relative_absolute_error: 0.1169, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1528, root_relative_squared_error: 0.41, run_cpu_time: 7.4645,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9038, f_measure: 0.9194, kappa: 0.8005, kb_relative_information_score: 372595.616, mean_absolute_error: 0.2247, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9178, predictive_accuracy: 0.9223, prior_entropy: 2.585, ram_hours: 0, recall: 0.9223, relative_absolute_error: 0.8089, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3142, root_relative_squared_error: 0.8431, run_cpu_time: 21.32,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9452, f_measure: 0.8722, kappa: 0.6852, kb_relative_information_score: 883034.9682, mean_absolute_error: 0.0422, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8861, predictive_accuracy: 0.892, prior_entropy: 2.585, ram_hours: 0, recall: 0.892, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1607, root_relative_squared_error: 0.4313, run_cpu_time: 273.3213,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9809, f_measure: 0.9435, kappa: 0.8606, kb_relative_information_score: 930105.5061, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9445, prior_entropy: 2.585, ram_hours: 0, recall: 0.9445, relative_absolute_error: 0.0914, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1219, root_relative_squared_error: 0.3272, run_cpu_time: 16.7254,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9809, f_measure: 0.9435, kappa: 0.8606, kb_relative_information_score: 930105.5061, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9445, prior_entropy: 2.585, ram_hours: 0, recall: 0.9445, relative_absolute_error: 0.0914, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1219, root_relative_squared_error: 0.3272, run_cpu_time: 16.6241,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419, run_cpu_time: 7.0396,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8362, f_measure: 0.7931, kappa: 0.5067, kb_relative_information_score: 749394.512, mean_absolute_error: 0.0926, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7997, predictive_accuracy: 0.8391, prior_entropy: 2.585, ram_hours: 0.0063, recall: 0.8391, relative_absolute_error: 0.3334, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2073, root_relative_squared_error: 0.5563, run_cpu_time: 219.8272,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(anneal)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419, run_cpu_time: 26.0044,

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

Given a dataset with a nominal target, various data samples of increasing size are defined. A model is build for each individual data sample; from this a learning curve can be drawn.

Given inputs

estimation_procedure Interleaved Test then Train
source_data BNG(anneal) (1)
target_feature class

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
predictions The desired output format Predictions (optional)

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