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

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

Task 167 Supervised Data Stream Classification BNG(pendigits,nominal,1000000) 47 runs submitted
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Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.895, kappa: 0.8834, kb_relative_information_score: 885496.8253, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8954, predictive_accuracy: 0.8951, prior_entropy: 3.3219, recall: 0.8951, relative_absolute_error: 0.1631, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1229, root_relative_squared_error: 0.4096,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9861, f_measure: 0.8743, kappa: 0.8608, kb_relative_information_score: 848312.1347, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8742, predictive_accuracy: 0.8747, prior_entropy: 3.3219, recall: 0.8747, relative_absolute_error: 0.2319, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1368, root_relative_squared_error: 0.4562,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5703, f_measure: 0.1115, kappa: 0.0924, kb_relative_information_score: 151042.1566, mean_absolute_error: 0.1643, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1107, predictive_accuracy: 0.1872, prior_entropy: 3.3219, recall: 0.1872, relative_absolute_error: 0.913, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3955, root_relative_squared_error: 1.3183,
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(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9732, f_measure: 0.8589, kappa: 0.8435, kb_relative_information_score: 283936.4867, mean_absolute_error: 0.1614, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8612, predictive_accuracy: 0.8591, prior_entropy: 3.3219, recall: 0.8591, relative_absolute_error: 0.8968, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2742, root_relative_squared_error: 0.914,
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(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9781, f_measure: 0.887, kappa: 0.8745, kb_relative_information_score: 282092.0162, mean_absolute_error: 0.1616, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8872, predictive_accuracy: 0.8871, prior_entropy: 3.3219, recall: 0.8871, relative_absolute_error: 0.8975, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2732, root_relative_squared_error: 0.9108,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.969, f_measure: 0.8054, kappa: 0.7856, kb_relative_information_score: 803334.3334, mean_absolute_error: 0.0434, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8126, predictive_accuracy: 0.8071, prior_entropy: 3.3219, recall: 0.8071, relative_absolute_error: 0.241, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1759, root_relative_squared_error: 0.5865,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5489, f_measure: 0.1145, kappa: 0.0978, kb_relative_information_score: 155070.9018, mean_absolute_error: 0.1616, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.111, predictive_accuracy: 0.192, prior_entropy: 3.3219, recall: 0.192, relative_absolute_error: 0.8977, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.402, root_relative_squared_error: 1.3399,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5517, f_measure: 0.115, kappa: 0.101, kb_relative_information_score: 158356.0954, mean_absolute_error: 0.1611, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1083, predictive_accuracy: 0.1949, prior_entropy: 3.3219, recall: 0.1949, relative_absolute_error: 0.8948, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4009, root_relative_squared_error: 1.3364,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.986, f_measure: 0.8885, kappa: 0.8761, kb_relative_information_score: 849165.5671, mean_absolute_error: 0.042, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.889, predictive_accuracy: 0.8885, prior_entropy: 3.3219, recall: 0.8885, relative_absolute_error: 0.2334, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1314, root_relative_squared_error: 0.438,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.8744, kappa: 0.8609, kb_relative_information_score: 851005.7276, mean_absolute_error: 0.0394, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8748, predictive_accuracy: 0.8748, prior_entropy: 3.3219, recall: 0.8748, relative_absolute_error: 0.2188, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1359, root_relative_squared_error: 0.453,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7068, f_measure: 0.139, kappa: 0.1214, kb_relative_information_score: 205073.5052, mean_absolute_error: 0.1672, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1797, predictive_accuracy: 0.2124, prior_entropy: 3.3219, recall: 0.2124, relative_absolute_error: 0.929, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2893, root_relative_squared_error: 0.9642,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6162, f_measure: 0.1693, kappa: 0.1858, kb_relative_information_score: 264973.6628, mean_absolute_error: 0.1467, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.2678, predictive_accuracy: 0.2704, prior_entropy: 3.3219, recall: 0.2704, relative_absolute_error: 0.8151, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3572, root_relative_squared_error: 1.1908,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9811, f_measure: 0.8623, kappa: 0.8479, kb_relative_information_score: 826917.7705, mean_absolute_error: 0.0475, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8625, predictive_accuracy: 0.8631, prior_entropy: 3.3219, recall: 0.8631, relative_absolute_error: 0.2637, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1435, root_relative_squared_error: 0.4782,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.93, f_measure: 0.8061, kappa: 0.7883, kb_relative_information_score: 804633.5896, mean_absolute_error: 0.0407, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8139, predictive_accuracy: 0.8095, prior_entropy: 3.3219, recall: 0.8095, relative_absolute_error: 0.2264, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1865, root_relative_squared_error: 0.6216,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9266, f_measure: 0.7863, kappa: 0.7619, kb_relative_information_score: 751539.8012, mean_absolute_error: 0.0562, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7939, predictive_accuracy: 0.7857, prior_entropy: 3.3219, recall: 0.7857, relative_absolute_error: 0.3123, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.187, root_relative_squared_error: 0.6235,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9682, f_measure: 0.8051, kappa: 0.7853, kb_relative_information_score: 801806.8675, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8123, predictive_accuracy: 0.8068, prior_entropy: 3.3219, recall: 0.8068, relative_absolute_error: 0.2446, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1757, root_relative_squared_error: 0.5856,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7289, f_measure: 0.1381, kappa: 0.1578, kb_relative_information_score: 248747.6243, mean_absolute_error: 0.1609, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1628, predictive_accuracy: 0.244, prior_entropy: 3.3219, recall: 0.244, relative_absolute_error: 0.8938, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2836, root_relative_squared_error: 0.9455,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9866, f_measure: 0.8865, kappa: 0.8739, kb_relative_information_score: 879369.775, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8866, predictive_accuracy: 0.8866, prior_entropy: 3.3219, recall: 0.8866, relative_absolute_error: 0.1631, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1308, root_relative_squared_error: 0.436,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9226, f_measure: 0.8015, kappa: 0.7807, kb_relative_information_score: 780282.7388, mean_absolute_error: 0.0501, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8063, predictive_accuracy: 0.8027, prior_entropy: 3.3219, recall: 0.8027, relative_absolute_error: 0.2783, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1832, root_relative_squared_error: 0.6105,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.987, f_measure: 0.8903, kappa: 0.8782, kb_relative_information_score: 882875.7094, mean_absolute_error: 0.0286, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8906, predictive_accuracy: 0.8904, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8904, relative_absolute_error: 0.1588, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.129, root_relative_squared_error: 0.43, run_cpu_time: 66.4,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63173.5826, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, ram_hours: 0.0023, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4232, root_relative_squared_error: 1.4105, run_cpu_time: 81.88,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.8945, kappa: 0.8828, kb_relative_information_score: 884522.4229, mean_absolute_error: 0.0295, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8948, predictive_accuracy: 0.8945, prior_entropy: 3.3219, ram_hours: 0.0002, recall: 0.8945, relative_absolute_error: 0.1641, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.124, root_relative_squared_error: 0.4132, run_cpu_time: 148.28,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9226, f_measure: 0.8015, kappa: 0.7807, kb_relative_information_score: 780282.7388, mean_absolute_error: 0.0501, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8063, predictive_accuracy: 0.8027, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8027, relative_absolute_error: 0.2783, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1832, root_relative_squared_error: 0.6105, run_cpu_time: 12.87,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9866, f_measure: 0.8865, kappa: 0.8739, kb_relative_information_score: 879369.775, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8866, predictive_accuracy: 0.8866, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8866, relative_absolute_error: 0.1631, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1308, root_relative_squared_error: 0.436, run_cpu_time: 40.56,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109, run_cpu_time: 9.53,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9696, f_measure: 0.7785, kappa: 0.7553, kb_relative_information_score: 754004.6093, mean_absolute_error: 0.0631, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7822, predictive_accuracy: 0.7798, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7798, relative_absolute_error: 0.3506, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1787, root_relative_squared_error: 0.5956, run_cpu_time: 28.95,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9641, f_measure: 0.7946, kappa: 0.7741, kb_relative_information_score: 791410.7938, mean_absolute_error: 0.0459, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7993, predictive_accuracy: 0.7967, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7967, relative_absolute_error: 0.255, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1796, root_relative_squared_error: 0.5986, run_cpu_time: 39.9,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8631, f_measure: 0.4351, kappa: 0.4044, kb_relative_information_score: 397065.1634, mean_absolute_error: 0.1317, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.4895, predictive_accuracy: 0.4649, prior_entropy: 3.3219, ram_hours: 0, recall: 0.4649, relative_absolute_error: 0.7319, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2589, root_relative_squared_error: 0.8628, run_cpu_time: 79.98,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9311, f_measure: 0.7821, kappa: 0.7579, kb_relative_information_score: 748212.0205, mean_absolute_error: 0.0596, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7849, predictive_accuracy: 0.7821, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7821, relative_absolute_error: 0.3311, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1893, root_relative_squared_error: 0.6312, run_cpu_time: 12.77,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.8991, kappa: 0.888, kb_relative_information_score: 866928.4689, mean_absolute_error: 0.0395, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8993, predictive_accuracy: 0.8992, prior_entropy: 3.3219, ram_hours: 0.0002, recall: 0.8992, relative_absolute_error: 0.2197, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1238, root_relative_squared_error: 0.4126, run_cpu_time: 154.79,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9904, f_measure: 0.8932, kappa: 0.8814, kb_relative_information_score: 883810.2028, mean_absolute_error: 0.0296, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8935, predictive_accuracy: 0.8933, prior_entropy: 3.3219, ram_hours: 0.0003, recall: 0.8933, relative_absolute_error: 0.1643, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1248, root_relative_squared_error: 0.4161, run_cpu_time: 181.47,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5504, f_measure: 0.1149, kappa: 0.1009, kb_relative_information_score: 157936.1992, mean_absolute_error: 0.161, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1084, predictive_accuracy: 0.1948, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1948, relative_absolute_error: 0.8947, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4013, root_relative_squared_error: 1.3377, run_cpu_time: 8.28,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9024, kappa: 0.8916, kb_relative_information_score: 860607.2247, mean_absolute_error: 0.0428, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9025, predictive_accuracy: 0.9024, prior_entropy: 3.3219, ram_hours: 0.0075, recall: 0.9024, relative_absolute_error: 0.2378, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1258, root_relative_squared_error: 0.4192, run_cpu_time: 341.7,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9656, f_measure: 0.8522, kappa: 0.8358, kb_relative_information_score: 282320.6389, mean_absolute_error: 0.1615, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8523, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8523, relative_absolute_error: 0.8974, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2742, root_relative_squared_error: 0.9139, run_cpu_time: 31.45,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5929, f_measure: 0.1468, kappa: 0.1856, kb_relative_information_score: 237074.6872, mean_absolute_error: 0.1459, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1103, predictive_accuracy: 0.2705, prior_entropy: 3.3219, ram_hours: 0, recall: 0.2705, relative_absolute_error: 0.8105, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3818, root_relative_squared_error: 1.2728, run_cpu_time: 10.16,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109, run_cpu_time: 8.99,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.0997, kappa: -0.0005, kb_relative_information_score: 58519.1719, mean_absolute_error: 0.1801, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0997, predictive_accuracy: 0.0997, prior_entropy: 3.3219, ram_hours: 0, recall: 0.0997, relative_absolute_error: 1.0003, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4144, run_cpu_time: 9.93,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, f_measure: 0.0506, kappa: -0.0009, kb_relative_information_score: 8734.4805, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0722, predictive_accuracy: 0.1037, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1037, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3, root_relative_squared_error: 0.9999, run_cpu_time: 16.84,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9777, f_measure: 0.8137, kappa: 0.7956, kb_relative_information_score: 807838.6044, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8262, predictive_accuracy: 0.8161, prior_entropy: 3.3219, ram_hours: 0.0008, recall: 0.8161, relative_absolute_error: 0.2847, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1591, root_relative_squared_error: 0.5304, run_cpu_time: 5161.76,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5489, f_measure: 0.1145, kappa: 0.0978, kb_relative_information_score: 155067.6864, mean_absolute_error: 0.1616, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.111, predictive_accuracy: 0.192, prior_entropy: 3.3219, ram_hours: 0, recall: 0.192, relative_absolute_error: 0.8977, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.402, root_relative_squared_error: 1.34, run_cpu_time: 8.56,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9178, kappa: 0.9086, kb_relative_information_score: 906843.3994, mean_absolute_error: 0.0246, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9178, prior_entropy: 3.3219, ram_hours: 0.0019, recall: 0.9178, relative_absolute_error: 0.1367, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.11, root_relative_squared_error: 0.3667, run_cpu_time: 253.25,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9776, f_measure: 0.813, kappa: 0.7949, kb_relative_information_score: 807778.2112, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8259, predictive_accuracy: 0.8154, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8154, relative_absolute_error: 0.2847, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1592, root_relative_squared_error: 0.5306, run_cpu_time: 345.72,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.969, f_measure: 0.8053, kappa: 0.7856, kb_relative_information_score: 803277.6136, mean_absolute_error: 0.0434, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8126, predictive_accuracy: 0.807, prior_entropy: 3.3219, ram_hours: 0, recall: 0.807, relative_absolute_error: 0.2411, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.176, root_relative_squared_error: 0.5865, run_cpu_time: 37.94,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9866, f_measure: 0.8865, kappa: 0.8739, kb_relative_information_score: 879369.775, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8866, predictive_accuracy: 0.8866, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8866, relative_absolute_error: 0.1631, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1308, root_relative_squared_error: 0.436, run_cpu_time: 41.55,

    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(pendigits,nominal,1000000) (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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