Task
Supervised Data Stream Classification on BNG(bridges_version1,nominal,1000000)

Supervised Data Stream Classification on BNG(bridges_version1,nominal,1000000)

Task 130 Supervised Data Stream Classification BNG(bridges_version1,nominal,1000000) 48 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.937, f_measure: 0.7032, kappa: 0.6193, kb_relative_information_score: 644730.5519, mean_absolute_error: 0.1254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7109, predictive_accuracy: 0.7286, prior_entropy: 2.585, recall: 0.7286, relative_absolute_error: 0.4514, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2477, root_relative_squared_error: 0.6647,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5659, f_measure: 0.1472, kappa: 0.118, kb_relative_information_score: 131543.2133, mean_absolute_error: 0.2676, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1477, predictive_accuracy: 0.2158, prior_entropy: 2.585, recall: 0.2158, relative_absolute_error: 0.9633, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5011, root_relative_squared_error: 1.3446,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9413, f_measure: 0.7529, kappa: 0.6771, kb_relative_information_score: 698564.8822, mean_absolute_error: 0.1069, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7493, predictive_accuracy: 0.762, prior_entropy: 2.585, recall: 0.762, relative_absolute_error: 0.3849, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.236, root_relative_squared_error: 0.6333,
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_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8852, f_measure: 0.695, kappa: 0.6101, kb_relative_information_score: 320223.9573, mean_absolute_error: 0.2335, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7025, predictive_accuracy: 0.7226, prior_entropy: 2.585, recall: 0.7226, relative_absolute_error: 0.8404, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3265, root_relative_squared_error: 0.8762,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.667, f_measure: 0.313, kappa: 0.0698, kb_relative_information_score: 250144.5783, mean_absolute_error: 0.2401, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.4719, predictive_accuracy: 0.4494, prior_entropy: 2.585, recall: 0.4494, relative_absolute_error: 0.8642, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3432, root_relative_squared_error: 0.9208,
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_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9212, f_measure: 0.7443, kappa: 0.6649, kb_relative_information_score: 313272.3574, mean_absolute_error: 0.2347, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.74, predictive_accuracy: 0.7523, prior_entropy: 2.585, recall: 0.7523, relative_absolute_error: 0.8449, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3254, root_relative_squared_error: 0.8731,
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_version1,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_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9185, f_measure: 0.6964, kappa: 0.604, kb_relative_information_score: 646116.0044, mean_absolute_error: 0.1224, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6898, predictive_accuracy: 0.7072, prior_entropy: 2.585, recall: 0.7072, relative_absolute_error: 0.4407, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2598, root_relative_squared_error: 0.6971,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9184, f_measure: 0.7118, kappa: 0.6247, kb_relative_information_score: 602036.9844, mean_absolute_error: 0.1438, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7082, predictive_accuracy: 0.7199, prior_entropy: 2.585, recall: 0.7199, relative_absolute_error: 0.5177, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2586, root_relative_squared_error: 0.6939,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5656, f_measure: 0.1491, kappa: 0.1229, kb_relative_information_score: 141714.511, mean_absolute_error: 0.2599, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.145, predictive_accuracy: 0.2205, prior_entropy: 2.585, recall: 0.2205, relative_absolute_error: 0.9358, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5089, root_relative_squared_error: 1.3656,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.917, f_measure: 0.7048, kappa: 0.619, kb_relative_information_score: 629907.4217, mean_absolute_error: 0.1339, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7169, predictive_accuracy: 0.7293, prior_entropy: 2.585, recall: 0.7293, relative_absolute_error: 0.4821, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2514, root_relative_squared_error: 0.6746,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5584, f_measure: 0.1248, kappa: 0.0938, kb_relative_information_score: 112549.2347, mean_absolute_error: 0.2712, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1187, predictive_accuracy: 0.1948, prior_entropy: 2.585, recall: 0.1948, relative_absolute_error: 0.9764, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5094, root_relative_squared_error: 1.3668,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8961, f_measure: 0.6569, kappa: 0.5609, kb_relative_information_score: 570769.6452, mean_absolute_error: 0.1495, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6593, predictive_accuracy: 0.6878, prior_entropy: 2.585, recall: 0.6878, relative_absolute_error: 0.5381, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2672, root_relative_squared_error: 0.717,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6459, f_measure: 0.4059, kappa: 0.2788, kb_relative_information_score: 366634.6823, mean_absolute_error: 0.2088, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.329, predictive_accuracy: 0.5495, prior_entropy: 2.585, recall: 0.5495, relative_absolute_error: 0.7516, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3261, root_relative_squared_error: 0.875,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6383, f_measure: 0.4064, kappa: 0.2791, kb_relative_information_score: 505904.8524, mean_absolute_error: 0.1504, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3584, predictive_accuracy: 0.5494, prior_entropy: 2.585, recall: 0.5494, relative_absolute_error: 0.5414, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3821, root_relative_squared_error: 1.0252,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6337, f_measure: 0.3874, kappa: 0.1718, kb_relative_information_score: 287453.8015, mean_absolute_error: 0.2299, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3786, predictive_accuracy: 0.4264, prior_entropy: 2.585, recall: 0.4264, relative_absolute_error: 0.8276, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3529, root_relative_squared_error: 0.947,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5016, f_measure: 0.0576, kappa: 0.0029, kb_relative_information_score: 21740.7574, mean_absolute_error: 0.2962, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.2691, predictive_accuracy: 0.1115, prior_entropy: 2.585, recall: 0.1115, relative_absolute_error: 1.0662, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5417, root_relative_squared_error: 1.4536,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7733, f_measure: 0.6257, kappa: 0.509, kb_relative_information_score: 523203.4832, mean_absolute_error: 0.1627, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6553, predictive_accuracy: 0.6625, prior_entropy: 2.585, recall: 0.6625, relative_absolute_error: 0.5857, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2963, root_relative_squared_error: 0.795,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9119, f_measure: 0.684, kappa: 0.5929, kb_relative_information_score: 643239.3445, mean_absolute_error: 0.1211, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6782, predictive_accuracy: 0.6982, prior_entropy: 2.585, recall: 0.6982, relative_absolute_error: 0.4358, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2673, root_relative_squared_error: 0.7172,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7198, f_measure: 0.44, kappa: 0.3495, kb_relative_information_score: 372884.9643, mean_absolute_error: 0.21, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.4815, predictive_accuracy: 0.5373, prior_entropy: 2.585, recall: 0.5373, relative_absolute_error: 0.7558, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3239, root_relative_squared_error: 0.8692,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9046, f_measure: 0.693, kappa: 0.5999, kb_relative_information_score: 643628.874, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6885, predictive_accuracy: 0.7081, prior_entropy: 2.585, recall: 0.7081, relative_absolute_error: 0.4364, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2621, root_relative_squared_error: 0.7034,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8382, f_measure: 0.6051, kappa: 0.4896, kb_relative_information_score: 516968.7925, mean_absolute_error: 0.1637, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6155, predictive_accuracy: 0.6339, prior_entropy: 2.585, recall: 0.6339, relative_absolute_error: 0.5895, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2902, root_relative_squared_error: 0.7787,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9276, f_measure: 0.7053, kappa: 0.6163, kb_relative_information_score: 659301.3401, mean_absolute_error: 0.1175, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7003, predictive_accuracy: 0.7163, prior_entropy: 2.585, ram_hours: 0, recall: 0.7163, relative_absolute_error: 0.423, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2557, root_relative_squared_error: 0.686, run_cpu_time: 18.04,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6206, f_measure: 0.4059, kappa: 0.2788, kb_relative_information_score: 503577.9671, mean_absolute_error: 0.1502, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.329, predictive_accuracy: 0.5495, prior_entropy: 2.585, ram_hours: 0, recall: 0.5495, relative_absolute_error: 0.5406, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3873, root_relative_squared_error: 1.0393, run_cpu_time: 6.85,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8217, f_measure: 0.5694, kappa: 0.4435, kb_relative_information_score: 494340.9984, mean_absolute_error: 0.1706, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5683, predictive_accuracy: 0.6097, prior_entropy: 2.585, ram_hours: 0, recall: 0.6097, relative_absolute_error: 0.614, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2999, root_relative_squared_error: 0.8048, run_cpu_time: 20.66,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8327, f_measure: 0.5516, kappa: 0.4113, kb_relative_information_score: 475946.1439, mean_absolute_error: 0.1788, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5503, predictive_accuracy: 0.5865, prior_entropy: 2.585, ram_hours: 0.0216, recall: 0.5865, relative_absolute_error: 0.6436, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3034, root_relative_squared_error: 0.8141, run_cpu_time: 697.88,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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: 8.47,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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: 10.26,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5986, f_measure: 0.3458, kappa: 0.109, kb_relative_information_score: 251183.3541, mean_absolute_error: 0.2379, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3831, predictive_accuracy: 0.4385, prior_entropy: 2.585, ram_hours: 0.0002, recall: 0.4385, relative_absolute_error: 0.8565, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3487, root_relative_squared_error: 0.9356, run_cpu_time: 110.86,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8839, f_measure: 0.6393, kappa: 0.5328, kb_relative_information_score: 601334.5378, mean_absolute_error: 0.134, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.637, predictive_accuracy: 0.6658, prior_entropy: 2.585, ram_hours: 0.0663, recall: 0.6658, relative_absolute_error: 0.4825, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2785, root_relative_squared_error: 0.7472, run_cpu_time: 563.35,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5117, f_measure: 0.0617, kappa: 0.0222, kb_relative_information_score: 40429.2669, mean_absolute_error: 0.2903, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.065, predictive_accuracy: 0.1291, prior_entropy: 2.585, ram_hours: 0, recall: 0.1291, relative_absolute_error: 1.0451, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5388, root_relative_squared_error: 1.4458, run_cpu_time: 6.43,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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: 0.0019, 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: 81.49,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.6451, kappa: 0.5342, kb_relative_information_score: 519905.7216, mean_absolute_error: 0.1706, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6395, predictive_accuracy: 0.6578, prior_entropy: 2.585, ram_hours: 0.096, recall: 0.6578, relative_absolute_error: 0.6142, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2847, root_relative_squared_error: 0.7638, run_cpu_time: 737.74,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.911, f_measure: 0.6977, kappa: 0.6072, kb_relative_information_score: 656173.804, mean_absolute_error: 0.1168, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6918, predictive_accuracy: 0.7118, prior_entropy: 2.585, ram_hours: 0.0002, recall: 0.7118, relative_absolute_error: 0.4205, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2613, root_relative_squared_error: 0.7011, run_cpu_time: 40.44,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.819, f_measure: 0.5888, kappa: 0.4609, kb_relative_information_score: 547713.8528, mean_absolute_error: 0.1481, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.581, predictive_accuracy: 0.61, prior_entropy: 2.585, ram_hours: 0, recall: 0.61, relative_absolute_error: 0.5333, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3099, root_relative_squared_error: 0.8317, run_cpu_time: 65.72,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8435, f_measure: 0.5869, kappa: 0.4539, kb_relative_information_score: 484728.7091, mean_absolute_error: 0.1789, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5798, predictive_accuracy: 0.5997, prior_entropy: 2.585, ram_hours: 0.2797, recall: 0.5997, relative_absolute_error: 0.6442, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2988, root_relative_squared_error: 0.8019, run_cpu_time: 1931.96,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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: 6.32,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8382, f_measure: 0.6051, kappa: 0.4896, kb_relative_information_score: 516968.7925, mean_absolute_error: 0.1637, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6155, predictive_accuracy: 0.6339, prior_entropy: 2.585, ram_hours: 0, recall: 0.6339, relative_absolute_error: 0.5895, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2902, root_relative_squared_error: 0.7787, run_cpu_time: 10.48,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8707, f_measure: 0.6994, kappa: 0.6049, kb_relative_information_score: 315688.6755, mean_absolute_error: 0.2343, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6949, predictive_accuracy: 0.7066, prior_entropy: 2.585, ram_hours: 0, recall: 0.7066, relative_absolute_error: 0.8436, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3282, root_relative_squared_error: 0.8808, run_cpu_time: 26.56,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,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: 12.88,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.916, f_measure: 0.6502, kappa: 0.558, kb_relative_information_score: 614572.1666, mean_absolute_error: 0.1332, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6617, predictive_accuracy: 0.69, prior_entropy: 2.585, ram_hours: 0.0006, recall: 0.69, relative_absolute_error: 0.4796, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2611, root_relative_squared_error: 0.7005, run_cpu_time: 4127.44,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9412, f_measure: 0.7389, kappa: 0.6607, kb_relative_information_score: 688521.9104, mean_absolute_error: 0.1091, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7342, predictive_accuracy: 0.7486, prior_entropy: 2.585, ram_hours: 0, recall: 0.7486, relative_absolute_error: 0.3927, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2416, root_relative_squared_error: 0.6483, run_cpu_time: 19.4,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7478, f_measure: 0.4799, kappa: 0.3067, kb_relative_information_score: 425295.3373, mean_absolute_error: 0.1916, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.4704, predictive_accuracy: 0.5052, prior_entropy: 2.585, ram_hours: 0.0243, recall: 0.5052, relative_absolute_error: 0.6896, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.334, root_relative_squared_error: 0.8963, run_cpu_time: 971.27,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.911, f_measure: 0.6977, kappa: 0.6072, kb_relative_information_score: 656173.804, mean_absolute_error: 0.1168, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6918, predictive_accuracy: 0.7118, prior_entropy: 2.585, ram_hours: 0.0002, recall: 0.7118, relative_absolute_error: 0.4205, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2613, root_relative_squared_error: 0.7011, run_cpu_time: 39.98,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9158, f_measure: 0.6491, kappa: 0.5566, kb_relative_information_score: 614529.0071, mean_absolute_error: 0.1332, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6608, predictive_accuracy: 0.6892, prior_entropy: 2.585, ram_hours: 0, recall: 0.6892, relative_absolute_error: 0.4796, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2611, root_relative_squared_error: 0.7006, run_cpu_time: 316.67,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.564, f_measure: 0.149, kappa: 0.1227, kb_relative_information_score: 140939.1249, mean_absolute_error: 0.2599, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.1453, predictive_accuracy: 0.2203, prior_entropy: 2.585, ram_hours: 0, recall: 0.2203, relative_absolute_error: 0.9357, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5098, root_relative_squared_error: 1.368, run_cpu_time: 5.81,

    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_version1,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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