Task
Supervised Data Stream Classification on RandomRBF_50_1E-4

Supervised Data Stream Classification on RandomRBF_50_1E-4

Task 198 Supervised Data Stream Classification RandomRBF_50_1E-4 291 runs submitted
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  • ecmlpkdd2015 streamensembles streams study_11 study_16
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Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2271, kappa: 0.0004, kb_relative_information_score: 119943.2394, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2271, predictive_accuracy: 0.2271, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2271, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.556, root_relative_squared_error: 1.3901, run_cpu_time: 9.06,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5029, f_measure: 0.224, kappa: 0.0005, kb_relative_information_score: 122077.2507, mean_absolute_error: 0.3106, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2272, predictive_accuracy: 0.2224, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2224, relative_absolute_error: 0.9707, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.535, root_relative_squared_error: 1.3375, run_cpu_time: 10.26,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8344, f_measure: 0.6333, kappa: 0.5235, kb_relative_information_score: 472556.2141, mean_absolute_error: 0.2071, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6362, predictive_accuracy: 0.635, prior_entropy: 2.3219, ram_hours: 0.1728, recall: 0.635, relative_absolute_error: 0.6473, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3285, root_relative_squared_error: 0.8213, run_cpu_time: 3531.65,
Jan van Rijn 10 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0029, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 149.14,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.838, f_measure: 0.5916, kappa: 0.469, kb_relative_information_score: 420753.8905, mean_absolute_error: 0.2265, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5942, predictive_accuracy: 0.5936, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5936, relative_absolute_error: 0.7079, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3321, root_relative_squared_error: 0.8303, run_cpu_time: 168.55,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5078, f_measure: 0.2382, kappa: 0.0113, kb_relative_information_score: 145956.1458, mean_absolute_error: 0.3059, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2333, predictive_accuracy: 0.2695, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2695, relative_absolute_error: 0.9561, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4061, root_relative_squared_error: 1.0154, run_cpu_time: 9.07,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 9.92,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 865552.386, mean_absolute_error: 0.0531, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8936, relative_absolute_error: 0.1659, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1755, root_relative_squared_error: 0.4389, run_cpu_time: 291.22,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9616, f_measure: 0.8386, kappa: 0.7899, kb_relative_information_score: 652107.0154, mean_absolute_error: 0.1524, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8408, predictive_accuracy: 0.8384, prior_entropy: 2.3219, ram_hours: 0.0003, recall: 0.8384, relative_absolute_error: 0.4763, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2402, root_relative_squared_error: 0.6005, run_cpu_time: 244.51,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5661, f_measure: 0.2591, kappa: 0.0549, kb_relative_information_score: 135197.8268, mean_absolute_error: 0.3033, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3041, predictive_accuracy: 0.3099, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3099, relative_absolute_error: 0.9478, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.393, root_relative_squared_error: 0.9825, run_cpu_time: 16,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7302, f_measure: 0.4477, kappa: 0.2822, kb_relative_information_score: 325721.3048, mean_absolute_error: 0.2474, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4503, predictive_accuracy: 0.4527, prior_entropy: 2.3219, ram_hours: 0, recall: 0.4527, relative_absolute_error: 0.7732, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3721, root_relative_squared_error: 0.9303, run_cpu_time: 23.41,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.8935, kappa: 0.8625, kb_relative_information_score: 865101.2136, mean_absolute_error: 0.0534, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8944, predictive_accuracy: 0.8937, prior_entropy: 2.3219, ram_hours: 0.0005, recall: 0.8937, relative_absolute_error: 0.1669, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1755, root_relative_squared_error: 0.4387, run_cpu_time: 3780.15,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.8935, kappa: 0.8625, kb_relative_information_score: 865101.2136, mean_absolute_error: 0.0534, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8944, predictive_accuracy: 0.8937, prior_entropy: 2.3219, ram_hours: 0.0006, recall: 0.8937, relative_absolute_error: 0.1669, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1755, root_relative_squared_error: 0.4387, run_cpu_time: 4344.73,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8333, f_measure: 0.5873, kappa: 0.4631, kb_relative_information_score: 347478.9119, mean_absolute_error: 0.2506, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6025, predictive_accuracy: 0.5929, prior_entropy: 2.3219, ram_hours: 0.0002, recall: 0.5929, relative_absolute_error: 0.7831, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3413, root_relative_squared_error: 0.8533, run_cpu_time: 126.38,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.501, f_measure: 0.2232, kappa: -0.0049, kb_relative_information_score: 120928.4281, mean_absolute_error: 0.3102, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2228, predictive_accuracy: 0.2277, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2277, relative_absolute_error: 0.9693, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4908, root_relative_squared_error: 1.2269, run_cpu_time: 9.26,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5251, f_measure: 0.1321, kappa: 0.0456, kb_relative_information_score: 103200.5756, mean_absolute_error: 0.315, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1936, predictive_accuracy: 0.2124, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2124, relative_absolute_error: 0.9845, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5613, root_relative_squared_error: 1.4032, run_cpu_time: 6.12,
Jan van Rijn 10 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.8284, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 3863.4,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5538, f_measure: 0.361, kappa: 0.1894, kb_relative_information_score: 258137.9513, mean_absolute_error: 0.2692, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5155, predictive_accuracy: 0.3927, prior_entropy: 2.3219, ram_hours: 0.0002, recall: 0.3927, relative_absolute_error: 0.8413, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4704, root_relative_squared_error: 1.1759, run_cpu_time: 128.1,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8482, f_measure: 0.6202, kappa: 0.5077, kb_relative_information_score: 506381.9442, mean_absolute_error: 0.1912, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6205, predictive_accuracy: 0.621, prior_entropy: 2.3219, ram_hours: 0, recall: 0.621, relative_absolute_error: 0.5975, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3243, root_relative_squared_error: 0.8107, run_cpu_time: 43.02,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 7.05,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158592.0626, mean_absolute_error: 0.2956, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0017, recall: 0.2612, relative_absolute_error: 0.9236, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.3587, run_cpu_time: 79.48,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5035, f_measure: 0.238, kappa: 0.0079, kb_relative_information_score: 146593.0017, mean_absolute_error: 0.2998, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2356, predictive_accuracy: 0.2506, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2506, relative_absolute_error: 0.9368, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5474, root_relative_squared_error: 1.3684, run_cpu_time: 7.33,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831, run_cpu_time: 9.69,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0046, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 127.56,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7302, f_measure: 0.4477, kappa: 0.2822, kb_relative_information_score: 325721.3048, mean_absolute_error: 0.2474, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4503, predictive_accuracy: 0.4527, prior_entropy: 2.3219, ram_hours: 0, recall: 0.4527, relative_absolute_error: 0.7732, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3721, root_relative_squared_error: 0.9303, run_cpu_time: 22.91,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.64, f_measure: 0.3237, kappa: 0.1284, kb_relative_information_score: 181790.058, mean_absolute_error: 0.2902, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.346, predictive_accuracy: 0.3562, prior_entropy: 2.3219, ram_hours: 0.0245, recall: 0.3562, relative_absolute_error: 0.907, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3847, root_relative_squared_error: 0.9617, run_cpu_time: 451.8,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5126, f_measure: 0.2406, kappa: 0.0099, kb_relative_information_score: 137126.1361, mean_absolute_error: 0.3065, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.239, predictive_accuracy: 0.2562, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2562, relative_absolute_error: 0.9578, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4219, root_relative_squared_error: 1.0547, run_cpu_time: 20.5,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9399, f_measure: 0.8141, kappa: 0.7586, kb_relative_information_score: 665333.5445, mean_absolute_error: 0.148, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.82, predictive_accuracy: 0.8153, prior_entropy: 2.3219, recall: 0.8153, relative_absolute_error: 0.4626, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2598, root_relative_squared_error: 0.6495,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9401, f_measure: 0.8317, kappa: 0.7816, kb_relative_information_score: 715005.7747, mean_absolute_error: 0.127, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8345, predictive_accuracy: 0.8323, prior_entropy: 2.3219, recall: 0.8323, relative_absolute_error: 0.397, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2449, root_relative_squared_error: 0.6121,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8844, f_measure: 0.6059, kappa: 0.4915, kb_relative_information_score: 544728.6132, mean_absolute_error: 0.1844, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6777, predictive_accuracy: 0.6181, prior_entropy: 2.3219, recall: 0.6181, relative_absolute_error: 0.5762, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3103, root_relative_squared_error: 0.7757,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9098, f_measure: 0.6815, kappa: 0.5897, kb_relative_information_score: 635107.9762, mean_absolute_error: 0.1537, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7306, predictive_accuracy: 0.6896, prior_entropy: 2.3219, recall: 0.6896, relative_absolute_error: 0.4803, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.284, root_relative_squared_error: 0.71,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7175, f_measure: 0.5681, kappa: 0.4389, kb_relative_information_score: 513348.0151, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5744, predictive_accuracy: 0.5726, prior_entropy: 2.3219, recall: 0.5726, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4135, root_relative_squared_error: 1.0337,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7114, f_measure: 0.5584, kappa: 0.4268, kb_relative_information_score: 501913.7231, mean_absolute_error: 0.175, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.563, predictive_accuracy: 0.5626, prior_entropy: 2.3219, recall: 0.5626, relative_absolute_error: 0.5468, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4183, root_relative_squared_error: 1.0458,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7175, f_measure: 0.5681, kappa: 0.4389, kb_relative_information_score: 513348.0151, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5744, predictive_accuracy: 0.5726, prior_entropy: 2.3219, recall: 0.5726, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4135, root_relative_squared_error: 1.0337,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878806.9803, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7175, f_measure: 0.5681, kappa: 0.4389, kb_relative_information_score: 513346.8764, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5744, predictive_accuracy: 0.5726, prior_entropy: 2.3219, recall: 0.5726, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4135, root_relative_squared_error: 1.0337,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8844, f_measure: 0.5999, kappa: 0.4976, kb_relative_information_score: 459915.333, mean_absolute_error: 0.2142, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.682, predictive_accuracy: 0.6173, prior_entropy: 2.3219, recall: 0.6173, relative_absolute_error: 0.6693, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3197, root_relative_squared_error: 0.7992,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.8992, kappa: 0.87, kb_relative_information_score: 885510.1945, mean_absolute_error: 0.0402, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.9001, predictive_accuracy: 0.8995, prior_entropy: 2.3219, recall: 0.8995, relative_absolute_error: 0.1257, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2005, root_relative_squared_error: 0.5014,
Joaquin Vanschoren 8 years ago
ran flow moa.SGD(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437,
Joaquin Vanschoren 8 years ago
ran flow moa.SGD(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5062, f_measure: 0.0475, kappa: 0, kb_relative_information_score: 101871.3687, mean_absolute_error: 0.3231, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.117, predictive_accuracy: 0.1663, prior_entropy: 2.3219, recall: 0.1663, relative_absolute_error: 1.0098, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4953, root_relative_squared_error: 1.2382,
Jan van Rijn 8 years ago
ran flow moa.RandomHoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6338, f_measure: 0.333, kappa: 0.137, kb_relative_information_score: 189230.5472, mean_absolute_error: 0.2887, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3508, predictive_accuracy: 0.3606, prior_entropy: 2.3219, recall: 0.3606, relative_absolute_error: 0.9021, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3866, root_relative_squared_error: 0.9665,
Joaquin Vanschoren 8 years ago
ran flow moa.ASHoeffdingTree(3) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7302, f_measure: 0.4477, kappa: 0.2822, kb_relative_information_score: 325721.3048, mean_absolute_error: 0.2474, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4503, predictive_accuracy: 0.4527, prior_entropy: 2.3219, recall: 0.4527, relative_absolute_error: 0.7732, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3721, root_relative_squared_error: 0.9303,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9404, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 779046.9835, mean_absolute_error: 0.0976, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.3051, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2311, root_relative_squared_error: 0.5777,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.8992, kappa: 0.87, kb_relative_information_score: 885510.1945, mean_absolute_error: 0.0402, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.9001, predictive_accuracy: 0.8995, prior_entropy: 2.3219, recall: 0.8995, relative_absolute_error: 0.1257, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2005, root_relative_squared_error: 0.5014,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7175, f_measure: 0.5681, kappa: 0.4389, kb_relative_information_score: 513346.8764, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5744, predictive_accuracy: 0.5726, prior_entropy: 2.3219, recall: 0.5726, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4135, root_relative_squared_error: 1.0337,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.8992, kappa: 0.87, kb_relative_information_score: 885511.3331, mean_absolute_error: 0.0402, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.9001, predictive_accuracy: 0.8995, prior_entropy: 2.3219, recall: 0.8995, relative_absolute_error: 0.1257, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2005, root_relative_squared_error: 0.5014,
Joaquin Vanschoren 8 years ago
ran flow moa.NoChange(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2271, kappa: 0.0004, kb_relative_information_score: 119943.2394, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2271, predictive_accuracy: 0.2271, prior_entropy: 2.3219, recall: 0.2271, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.556, root_relative_squared_error: 1.3901,
Joaquin Vanschoren 8 years ago
ran flow moa.SPegasos(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5759, f_measure: 0.142, kappa: 0.0519, kb_relative_information_score: 148086.3051, mean_absolute_error: 0.3089, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1811, predictive_accuracy: 0.22, prior_entropy: 2.3219, recall: 0.22, relative_absolute_error: 0.9652, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.496, root_relative_squared_error: 1.24,
Jan van Rijn 8 years ago
ran flow moa.MajorityClass(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7175, f_measure: 0.5681, kappa: 0.4389, kb_relative_information_score: 513348.0151, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5744, predictive_accuracy: 0.5726, prior_entropy: 2.3219, recall: 0.5726, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4135, root_relative_squared_error: 1.0337,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878804.703, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878804.703, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878808.1189, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878808.1189, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7302, f_measure: 0.4477, kappa: 0.2822, kb_relative_information_score: 325721.3048, mean_absolute_error: 0.2474, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4503, predictive_accuracy: 0.4527, prior_entropy: 2.3219, recall: 0.4527, relative_absolute_error: 0.7732, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3721, root_relative_squared_error: 0.9303,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878799.0097, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.1331, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5159,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878808.1189, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9312, f_measure: 0.8931, kappa: 0.862, kb_relative_information_score: 878493.8524, mean_absolute_error: 0.0427, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.894, predictive_accuracy: 0.8933, prior_entropy: 2.3219, recall: 0.8933, relative_absolute_error: 0.1334, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2066, root_relative_squared_error: 0.5165,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9149, f_measure: 0.6888, kappa: 0.5993, kb_relative_information_score: 721759.3304, mean_absolute_error: 0.1191, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.749, predictive_accuracy: 0.6921, prior_entropy: 2.3219, recall: 0.6921, relative_absolute_error: 0.3723, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2665, root_relative_squared_error: 0.6662,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9399, f_measure: 0.8159, kappa: 0.7611, kb_relative_information_score: 635149.0663, mean_absolute_error: 0.1614, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8209, predictive_accuracy: 0.8169, prior_entropy: 2.3219, recall: 0.8169, relative_absolute_error: 0.5042, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2628, root_relative_squared_error: 0.657,
Jan van Rijn 8 years ago
ran flow moa.RuleClassifier(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.64, f_measure: 0.3237, kappa: 0.1284, kb_relative_information_score: 181790.058, mean_absolute_error: 0.2902, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.346, predictive_accuracy: 0.3562, prior_entropy: 2.3219, recall: 0.3562, relative_absolute_error: 0.907, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3847, root_relative_squared_error: 0.9617,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9349, f_measure: 0.8988, kappa: 0.8694, kb_relative_information_score: 884992.1101, mean_absolute_error: 0.0404, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8997, predictive_accuracy: 0.899, prior_entropy: 2.3219, recall: 0.899, relative_absolute_error: 0.1263, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.201, root_relative_squared_error: 0.5025,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8524, f_measure: 0.6115, kappa: 0.4949, kb_relative_information_score: 358447.2133, mean_absolute_error: 0.248, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6259, predictive_accuracy: 0.6167, prior_entropy: 2.3219, recall: 0.6167, relative_absolute_error: 0.775, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3367, root_relative_squared_error: 0.8417,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, f_measure: 0.8448, kappa: 0.7982, kb_relative_information_score: 506778.2102, mean_absolute_error: 0.2099, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8514, predictive_accuracy: 0.8448, prior_entropy: 2.3219, recall: 0.8448, relative_absolute_error: 0.656, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.284, root_relative_squared_error: 0.71,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8439, f_measure: 0.5999, kappa: 0.4796, kb_relative_information_score: 353944.0282, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6148, predictive_accuracy: 0.6051, prior_entropy: 2.3219, recall: 0.6051, relative_absolute_error: 0.7781, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.8466,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8571, f_measure: 0.6167, kappa: 0.5015, kb_relative_information_score: 355163.0929, mean_absolute_error: 0.2493, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6328, predictive_accuracy: 0.622, prior_entropy: 2.3219, recall: 0.622, relative_absolute_error: 0.7789, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3368, root_relative_squared_error: 0.842,
Joaquin Vanschoren 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9617, f_measure: 0.8453, kappa: 0.7988, kb_relative_information_score: 506448.1932, mean_absolute_error: 0.21, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8518, predictive_accuracy: 0.8453, prior_entropy: 2.3219, recall: 0.8453, relative_absolute_error: 0.6564, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.284, root_relative_squared_error: 0.7101,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, f_measure: 0.8448, kappa: 0.7982, kb_relative_information_score: 506778.2102, mean_absolute_error: 0.2099, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8514, predictive_accuracy: 0.8448, prior_entropy: 2.3219, recall: 0.8448, relative_absolute_error: 0.656, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.284, root_relative_squared_error: 0.71,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878811.5348, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878808.1189, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878799.0097, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.1331, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5159,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878806.9803, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8523, f_measure: 0.6114, kappa: 0.4949, kb_relative_information_score: 358415.4949, mean_absolute_error: 0.248, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6258, predictive_accuracy: 0.6167, prior_entropy: 2.3219, recall: 0.6167, relative_absolute_error: 0.7751, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3367, root_relative_squared_error: 0.8418,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9693, f_measure: 0.8526, kappa: 0.8078, kb_relative_information_score: 652739.075, mean_absolute_error: 0.1531, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8557, predictive_accuracy: 0.8523, prior_entropy: 2.3219, recall: 0.8523, relative_absolute_error: 0.4784, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2353, root_relative_squared_error: 0.5882,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9312, f_measure: 0.8931, kappa: 0.862, kb_relative_information_score: 878493.8524, mean_absolute_error: 0.0427, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.894, predictive_accuracy: 0.8933, prior_entropy: 2.3219, recall: 0.8933, relative_absolute_error: 0.1334, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2066, root_relative_squared_error: 0.5165,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8439, f_measure: 0.5999, kappa: 0.4796, kb_relative_information_score: 353944.0282, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6148, predictive_accuracy: 0.6051, prior_entropy: 2.3219, recall: 0.6051, relative_absolute_error: 0.7781, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.8466,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 865559.4335, mean_absolute_error: 0.0531, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.1659, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1756, root_relative_squared_error: 0.4389,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8439, f_measure: 0.5999, kappa: 0.4796, kb_relative_information_score: 353944.0282, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6148, predictive_accuracy: 0.6051, prior_entropy: 2.3219, recall: 0.6051, relative_absolute_error: 0.7781, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.8466,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.8407, kappa: 0.7928, kb_relative_information_score: 507139.361, mean_absolute_error: 0.2096, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8478, predictive_accuracy: 0.8407, prior_entropy: 2.3219, recall: 0.8407, relative_absolute_error: 0.6549, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2843, root_relative_squared_error: 0.7108,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8439, f_measure: 0.5999, kappa: 0.4796, kb_relative_information_score: 353944.0282, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6148, predictive_accuracy: 0.6051, prior_entropy: 2.3219, recall: 0.6051, relative_absolute_error: 0.7781, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.8466,
Joaquin Vanschoren 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 865556.1998, mean_absolute_error: 0.0531, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.1659, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1756, root_relative_squared_error: 0.4389,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878808.1189, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9308, f_measure: 0.8926, kappa: 0.8614, kb_relative_information_score: 877916.5584, mean_absolute_error: 0.0429, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8935, predictive_accuracy: 0.8928, prior_entropy: 2.3219, recall: 0.8928, relative_absolute_error: 0.134, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2071, root_relative_squared_error: 0.5177,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8583, f_measure: 0.6185, kappa: 0.504, kb_relative_information_score: 356204.493, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6341, predictive_accuracy: 0.6237, prior_entropy: 2.3219, recall: 0.6237, relative_absolute_error: 0.7781, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3365, root_relative_squared_error: 0.8413,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878812.6735, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9664, f_measure: 0.8479, kappa: 0.8018, kb_relative_information_score: 656264.0315, mean_absolute_error: 0.1513, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8507, predictive_accuracy: 0.8477, prior_entropy: 2.3219, recall: 0.8477, relative_absolute_error: 0.4729, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2361, root_relative_squared_error: 0.5902,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9312, f_measure: 0.8931, kappa: 0.862, kb_relative_information_score: 878493.8524, mean_absolute_error: 0.0427, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.894, predictive_accuracy: 0.8933, prior_entropy: 2.3219, recall: 0.8933, relative_absolute_error: 0.1334, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2066, root_relative_squared_error: 0.5165,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878811.5348, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878806.9803, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878810.3962, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8571, f_measure: 0.6167, kappa: 0.5015, kb_relative_information_score: 355163.0929, mean_absolute_error: 0.2493, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6328, predictive_accuracy: 0.622, prior_entropy: 2.3219, recall: 0.622, relative_absolute_error: 0.7789, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3368, root_relative_squared_error: 0.842,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878811.5348, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8232, f_measure: 0.5767, kappa: 0.4492, kb_relative_information_score: 350057.0343, mean_absolute_error: 0.2492, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5883, predictive_accuracy: 0.5818, prior_entropy: 2.3219, recall: 0.5818, relative_absolute_error: 0.7788, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3424, root_relative_squared_error: 0.8561,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9314, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 878806.9803, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, recall: 0.8936, relative_absolute_error: 0.133, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2063, root_relative_squared_error: 0.5158,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.7796, kappa: 0.7137, kb_relative_information_score: 625373.5732, mean_absolute_error: 0.1628, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7942, predictive_accuracy: 0.7824, prior_entropy: 2.3219, recall: 0.7824, relative_absolute_error: 0.5086, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.271, root_relative_squared_error: 0.6774,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9329, f_measure: 0.7323, kappa: 0.653, kb_relative_information_score: 592531.1771, mean_absolute_error: 0.1748, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7637, predictive_accuracy: 0.7383, prior_entropy: 2.3219, recall: 0.7383, relative_absolute_error: 0.5461, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2817, root_relative_squared_error: 0.7042,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9349, f_measure: 0.8988, kappa: 0.8694, kb_relative_information_score: 884992.1101, mean_absolute_error: 0.0404, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8997, predictive_accuracy: 0.899, prior_entropy: 2.3219, recall: 0.899, relative_absolute_error: 0.1263, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.201, root_relative_squared_error: 0.5025,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9349, f_measure: 0.8988, kappa: 0.8694, kb_relative_information_score: 884989.8328, mean_absolute_error: 0.0404, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8997, predictive_accuracy: 0.899, prior_entropy: 2.3219, recall: 0.899, relative_absolute_error: 0.1263, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.201, root_relative_squared_error: 0.5025,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9365, f_measure: 0.9011, kappa: 0.8724, kb_relative_information_score: 887636.0482, mean_absolute_error: 0.0395, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.9016, predictive_accuracy: 0.9013, prior_entropy: 2.3219, recall: 0.9013, relative_absolute_error: 0.1234, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1987, root_relative_squared_error: 0.4967,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9396, f_measure: 0.8269, kappa: 0.7754, kb_relative_information_score: 714632.0706, mean_absolute_error: 0.1271, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8302, predictive_accuracy: 0.8276, prior_entropy: 2.3219, recall: 0.8276, relative_absolute_error: 0.3971, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2454, root_relative_squared_error: 0.6135,

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 RandomRBF_50_1E-4 (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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