Task
Supervised Data Stream Classification on BNG(bridges_version2,nominal,1000000)

Supervised Data Stream Classification on BNG(bridges_version2,nominal,1000000)

Task 131 Supervised Data Stream Classification BNG(bridges_version2,nominal,1000000) 49 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5649, f_measure: 0.1447, kappa: 0.1143, kb_relative_information_score: 129527.8124, mean_absolute_error: 0.2681, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1456, predictive_accuracy: 0.2124, prior_entropy: 2.585, recall: 0.2124, relative_absolute_error: 0.9653, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5018, root_relative_squared_error: 1.3464,
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(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8966, f_measure: 0.7134, kappa: 0.6298, kb_relative_information_score: 325470.7204, mean_absolute_error: 0.2326, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7198, predictive_accuracy: 0.7352, prior_entropy: 2.585, recall: 0.7352, relative_absolute_error: 0.8373, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3252, root_relative_squared_error: 0.8727,
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(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.76, kappa: 0.6847, kb_relative_information_score: 319211.7162, mean_absolute_error: 0.2338, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7566, predictive_accuracy: 0.7666, prior_entropy: 2.585, recall: 0.7666, relative_absolute_error: 0.8415, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3241, root_relative_squared_error: 0.8696,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9272, f_measure: 0.714, kappa: 0.6259, kb_relative_information_score: 663265.7501, mean_absolute_error: 0.1175, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7086, predictive_accuracy: 0.7232, prior_entropy: 2.585, recall: 0.7232, relative_absolute_error: 0.4232, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2532, root_relative_squared_error: 0.6794,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9267, f_measure: 0.7296, kappa: 0.6458, kb_relative_information_score: 616129.1386, mean_absolute_error: 0.1405, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7263, predictive_accuracy: 0.7355, prior_entropy: 2.585, recall: 0.7355, relative_absolute_error: 0.5058, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2537, root_relative_squared_error: 0.6809,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5645, f_measure: 0.1474, kappa: 0.1207, kb_relative_information_score: 139395.3852, mean_absolute_error: 0.2606, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1436, predictive_accuracy: 0.2184, prior_entropy: 2.585, recall: 0.2184, relative_absolute_error: 0.9383, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5096, root_relative_squared_error: 1.3674,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9214, f_measure: 0.7161, kappa: 0.6305, kb_relative_information_score: 635482.6858, mean_absolute_error: 0.1323, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.727, predictive_accuracy: 0.7366, prior_entropy: 2.585, recall: 0.7366, relative_absolute_error: 0.4763, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2489, root_relative_squared_error: 0.668,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5581, f_measure: 0.1249, kappa: 0.0937, kb_relative_information_score: 115160.1074, mean_absolute_error: 0.2695, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1178, predictive_accuracy: 0.1947, prior_entropy: 2.585, recall: 0.1947, relative_absolute_error: 0.9703, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5108, root_relative_squared_error: 1.3707,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8913, f_measure: 0.6674, kappa: 0.5724, kb_relative_information_score: 574827.3428, mean_absolute_error: 0.1483, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6662, predictive_accuracy: 0.6937, prior_entropy: 2.585, recall: 0.6937, relative_absolute_error: 0.534, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2683, root_relative_squared_error: 0.72,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6445, f_measure: 0.4047, kappa: 0.2766, kb_relative_information_score: 364298.7954, mean_absolute_error: 0.2096, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3279, predictive_accuracy: 0.5481, prior_entropy: 2.585, recall: 0.5481, relative_absolute_error: 0.7544, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3266, root_relative_squared_error: 0.8764,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6246, f_measure: 0.4047, kappa: 0.2766, kb_relative_information_score: 502561.5761, mean_absolute_error: 0.1508, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3279, predictive_accuracy: 0.5481, prior_entropy: 2.585, recall: 0.5481, relative_absolute_error: 0.5427, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3867, root_relative_squared_error: 1.0377,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6339, f_measure: 0.3878, kappa: 0.1722, kb_relative_information_score: 287484.6171, mean_absolute_error: 0.2299, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3789, predictive_accuracy: 0.4264, prior_entropy: 2.585, recall: 0.4264, relative_absolute_error: 0.8275, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.353, root_relative_squared_error: 0.9472,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.0917, kappa: -0, kb_relative_information_score: 44384.1734, mean_absolute_error: 0.2892, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.316, predictive_accuracy: 0.1324, prior_entropy: 2.585, recall: 0.1324, relative_absolute_error: 1.0411, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5369, root_relative_squared_error: 1.4408,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7851, f_measure: 0.6477, kappa: 0.5476, kb_relative_information_score: 545933.2203, mean_absolute_error: 0.1576, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6562, predictive_accuracy: 0.6807, prior_entropy: 2.585, recall: 0.6807, relative_absolute_error: 0.5673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2923, root_relative_squared_error: 0.7843,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.7574, kappa: 0.6832, kb_relative_information_score: 706469.3256, mean_absolute_error: 0.104, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7538, predictive_accuracy: 0.7649, prior_entropy: 2.585, recall: 0.7649, relative_absolute_error: 0.3743, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2344, root_relative_squared_error: 0.6288,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7133, f_measure: 0.4246, kappa: 0.3089, kb_relative_information_score: 353175.6147, mean_absolute_error: 0.2152, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.4634, predictive_accuracy: 0.5237, prior_entropy: 2.585, recall: 0.5237, relative_absolute_error: 0.7748, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.328, root_relative_squared_error: 0.8801,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9166, f_measure: 0.7135, kappa: 0.6251, kb_relative_information_score: 666436.2123, mean_absolute_error: 0.1143, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7099, predictive_accuracy: 0.7264, prior_entropy: 2.585, recall: 0.7264, relative_absolute_error: 0.4114, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2541, root_relative_squared_error: 0.6818,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8454, f_measure: 0.6235, kappa: 0.5205, kb_relative_information_score: 539182.7156, mean_absolute_error: 0.1552, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6226, predictive_accuracy: 0.6555, prior_entropy: 2.585, recall: 0.6555, relative_absolute_error: 0.5587, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2851, root_relative_squared_error: 0.7651,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8837, f_measure: 0.717, kappa: 0.6277, kb_relative_information_score: 321260.0502, mean_absolute_error: 0.2334, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7149, predictive_accuracy: 0.7216, prior_entropy: 2.585, ram_hours: 0, recall: 0.7216, relative_absolute_error: 0.8402, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3267, root_relative_squared_error: 0.8766, run_cpu_time: 28.17,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.2471, kappa: -0.0002, kb_relative_information_score: 170457.3609, mean_absolute_error: 0.251, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.2471, predictive_accuracy: 0.2471, prior_entropy: 2.585, ram_hours: 0, recall: 0.2471, relative_absolute_error: 0.9035, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.501, root_relative_squared_error: 1.3443, run_cpu_time: 6.42,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8454, f_measure: 0.6235, kappa: 0.5205, kb_relative_information_score: 539182.7156, mean_absolute_error: 0.1552, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6226, predictive_accuracy: 0.6555, prior_entropy: 2.585, ram_hours: 0, recall: 0.6555, relative_absolute_error: 0.5587, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2851, root_relative_squared_error: 0.7651, run_cpu_time: 10,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9349, f_measure: 0.7229, kappa: 0.6379, kb_relative_information_score: 676786.189, mean_absolute_error: 0.1122, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7204, predictive_accuracy: 0.7305, prior_entropy: 2.585, ram_hours: 0, recall: 0.7305, relative_absolute_error: 0.4039, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2501, root_relative_squared_error: 0.6711, run_cpu_time: 19.55,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8533, f_measure: 0.6047, kappa: 0.4776, kb_relative_information_score: 499583.059, mean_absolute_error: 0.1748, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5987, predictive_accuracy: 0.6179, prior_entropy: 2.585, ram_hours: 0.2011, recall: 0.6179, relative_absolute_error: 0.6294, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2947, root_relative_squared_error: 0.7907, run_cpu_time: 1233.85,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9135, f_measure: 0.7089, kappa: 0.6197, kb_relative_information_score: 666672.2416, mean_absolute_error: 0.1138, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7043, predictive_accuracy: 0.7205, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.7205, relative_absolute_error: 0.4097, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2577, root_relative_squared_error: 0.6916, run_cpu_time: 46.23,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63861.7991, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, ram_hours: 0.0016, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.532, root_relative_squared_error: 1.4276, run_cpu_time: 64.43,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8889, f_measure: 0.6476, kappa: 0.5422, kb_relative_information_score: 608412.7473, mean_absolute_error: 0.1322, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6475, predictive_accuracy: 0.6726, prior_entropy: 2.585, ram_hours: 0.0783, recall: 0.6726, relative_absolute_error: 0.4758, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.7395, run_cpu_time: 646.46,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8243, f_measure: 0.596, kappa: 0.4697, kb_relative_information_score: 555817.5382, mean_absolute_error: 0.1457, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5897, predictive_accuracy: 0.6162, prior_entropy: 2.585, ram_hours: 0, recall: 0.6162, relative_absolute_error: 0.5245, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.8248, run_cpu_time: 61.86,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, f_measure: 0.2512, kappa: -0, kb_relative_information_score: 201284.6999, mean_absolute_error: 0.251, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1787, predictive_accuracy: 0.4227, prior_entropy: 2.585, ram_hours: 0, recall: 0.4227, relative_absolute_error: 0.9036, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3542, root_relative_squared_error: 0.9504, run_cpu_time: 10.69,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8201, f_measure: 0.5758, kappa: 0.4511, kb_relative_information_score: 498130.5356, mean_absolute_error: 0.1701, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5768, predictive_accuracy: 0.6161, prior_entropy: 2.585, ram_hours: 0, recall: 0.6161, relative_absolute_error: 0.6125, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2998, root_relative_squared_error: 0.8043, run_cpu_time: 18.86,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5121, f_measure: 0.0625, kappa: 0.023, kb_relative_information_score: 41255.5836, mean_absolute_error: 0.2901, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0657, predictive_accuracy: 0.1298, prior_entropy: 2.585, ram_hours: 0, recall: 0.1298, relative_absolute_error: 1.0442, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5386, root_relative_squared_error: 1.4452, run_cpu_time: 5.41,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8405, f_measure: 0.5635, kappa: 0.4272, kb_relative_information_score: 482396.4697, mean_absolute_error: 0.1776, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.564, predictive_accuracy: 0.5973, prior_entropy: 2.585, ram_hours: 0.0213, recall: 0.5973, relative_absolute_error: 0.6393, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3006, root_relative_squared_error: 0.8066, run_cpu_time: 761.59,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5919, f_measure: 0.3407, kappa: 0.1003, kb_relative_information_score: 245176.7342, mean_absolute_error: 0.2397, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3806, predictive_accuracy: 0.4352, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.4352, relative_absolute_error: 0.8629, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3498, root_relative_squared_error: 0.9385, run_cpu_time: 121.55,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6197, f_measure: 0.4047, kappa: 0.2766, kb_relative_information_score: 502030.0005, mean_absolute_error: 0.1506, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3279, predictive_accuracy: 0.5481, prior_entropy: 2.585, ram_hours: 0, recall: 0.5481, relative_absolute_error: 0.5423, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3879, root_relative_squared_error: 1.0409, run_cpu_time: 6.43,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, ram_hours: 0, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428, run_cpu_time: 6.42,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, ram_hours: 0, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428, run_cpu_time: 7.13,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8662, f_measure: 0.6514, kappa: 0.5414, kb_relative_information_score: 525783.5073, mean_absolute_error: 0.1692, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6473, predictive_accuracy: 0.6631, prior_entropy: 2.585, ram_hours: 0.1038, recall: 0.6631, relative_absolute_error: 0.6093, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2829, root_relative_squared_error: 0.7592, run_cpu_time: 788.54,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2514, kappa: 0.0001, kb_relative_information_score: 187717.7184, mean_absolute_error: 0.2537, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.2025, predictive_accuracy: 0.4225, prior_entropy: 2.585, ram_hours: 0, recall: 0.4225, relative_absolute_error: 0.9135, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3545, root_relative_squared_error: 0.9513, run_cpu_time: 10.51,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.6517, kappa: 0.5571, kb_relative_information_score: 617286.0632, mean_absolute_error: 0.133, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6725, predictive_accuracy: 0.6915, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.6915, relative_absolute_error: 0.4786, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.26, root_relative_squared_error: 0.6977, run_cpu_time: 4373.22,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.6517, kappa: 0.5571, kb_relative_information_score: 617286.0632, mean_absolute_error: 0.133, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6725, predictive_accuracy: 0.6915, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.6915, relative_absolute_error: 0.4786, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.26, root_relative_squared_error: 0.6977, run_cpu_time: 4222.92,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.6517, kappa: 0.5571, kb_relative_information_score: 617286.0632, mean_absolute_error: 0.133, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6725, predictive_accuracy: 0.6915, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.6915, relative_absolute_error: 0.4786, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.26, root_relative_squared_error: 0.6977, run_cpu_time: 4164.42,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.6517, kappa: 0.5571, kb_relative_information_score: 617286.0632, mean_absolute_error: 0.133, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6725, predictive_accuracy: 0.6915, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.6915, relative_absolute_error: 0.4786, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.26, root_relative_squared_error: 0.6977, run_cpu_time: 4232.16,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9135, f_measure: 0.7089, kappa: 0.6197, kb_relative_information_score: 666672.2416, mean_absolute_error: 0.1138, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7043, predictive_accuracy: 0.7205, prior_entropy: 2.585, ram_hours: 0.0002, recall: 0.7205, relative_absolute_error: 0.4097, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2577, root_relative_squared_error: 0.6916, run_cpu_time: 38.16,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9483, f_measure: 0.7576, kappa: 0.6834, kb_relative_information_score: 706958.3649, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7539, predictive_accuracy: 0.765, prior_entropy: 2.585, ram_hours: 0, recall: 0.765, relative_absolute_error: 0.3735, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2343, root_relative_squared_error: 0.6287, run_cpu_time: 19.28,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7534, f_measure: 0.4847, kappa: 0.313, kb_relative_information_score: 427476.8242, mean_absolute_error: 0.1914, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.4763, predictive_accuracy: 0.511, prior_entropy: 2.585, ram_hours: 0.0284, recall: 0.511, relative_absolute_error: 0.6892, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3312, root_relative_squared_error: 0.8886, run_cpu_time: 1006.82,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5628, f_measure: 0.1472, kappa: 0.1204, kb_relative_information_score: 138600.0978, mean_absolute_error: 0.2606, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1439, predictive_accuracy: 0.2182, prior_entropy: 2.585, ram_hours: 0, recall: 0.2182, relative_absolute_error: 0.9382, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5105, root_relative_squared_error: 1.3698, run_cpu_time: 5.69,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.92, f_measure: 0.6504, kappa: 0.5556, kb_relative_information_score: 617258.8825, mean_absolute_error: 0.133, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6713, predictive_accuracy: 0.6905, prior_entropy: 2.585, ram_hours: 0, recall: 0.6905, relative_absolute_error: 0.4786, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2601, root_relative_squared_error: 0.6978, run_cpu_time: 284.7,

    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(bridges_version2,nominal,1000000) (1)
    target_feature TYPE

    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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