Task
Supervised Data Stream Classification on BNG(anneal.ORIG)

Supervised Data Stream Classification on BNG(anneal.ORIG)

Task 2128 Supervised Data Stream Classification BNG(anneal.ORIG) 48 runs submitted
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Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8174, f_measure: 0.7075, kappa: 0.1753, kb_relative_information_score: 676534.9641, mean_absolute_error: 0.1181, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.748, predictive_accuracy: 0.778, prior_entropy: 2.585, recall: 0.778, relative_absolute_error: 0.4251, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2339, root_relative_squared_error: 0.6277,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.492, f_measure: 0.6531, kappa: 0.001, kb_relative_information_score: 694925.8238, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6003, predictive_accuracy: 0.7507, prior_entropy: 2.585, recall: 0.7507, relative_absolute_error: 0.3595, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2775, root_relative_squared_error: 0.7446,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5881, f_measure: 0.6767, kappa: 0.0677, kb_relative_information_score: 349577.9236, mean_absolute_error: 0.2288, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6792, predictive_accuracy: 0.7681, prior_entropy: 2.585, recall: 0.7681, relative_absolute_error: 0.8238, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3209, root_relative_squared_error: 0.8611,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.0223, kappa: 0, kb_relative_information_score: 17846.5764, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0125, predictive_accuracy: 0.1085, prior_entropy: 2.585, recall: 0.1085, relative_absolute_error: 1.0698, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5449, root_relative_squared_error: 1.462,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9164, f_measure: 0.8305, kappa: 0.5722, kb_relative_information_score: 801659.9649, mean_absolute_error: 0.0771, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8282, predictive_accuracy: 0.8395, prior_entropy: 2.585, recall: 0.8395, relative_absolute_error: 0.2777, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1949, root_relative_squared_error: 0.523,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9467, f_measure: 0.8654, kappa: 0.6591, kb_relative_information_score: 848547.3615, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8638, predictive_accuracy: 0.8712, prior_entropy: 2.585, recall: 0.8712, relative_absolute_error: 0.2128, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1728, root_relative_squared_error: 0.4637,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9268, f_measure: 0.8561, kappa: 0.6295, kb_relative_information_score: 828014.8099, mean_absolute_error: 0.0668, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8563, predictive_accuracy: 0.8649, prior_entropy: 2.585, recall: 0.8649, relative_absolute_error: 0.2404, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1805, root_relative_squared_error: 0.4842,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8803, f_measure: 0.8109, kappa: 0.5369, kb_relative_information_score: 769293.3406, mean_absolute_error: 0.0871, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.82, predictive_accuracy: 0.8095, prior_entropy: 2.585, recall: 0.8095, relative_absolute_error: 0.3134, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2234, root_relative_squared_error: 0.5995,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.0223, kappa: 0.0001, kb_relative_information_score: 18294.183, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0125, predictive_accuracy: 0.1087, prior_entropy: 2.585, recall: 0.1087, relative_absolute_error: 1.0697, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5438, root_relative_squared_error: 1.4591,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.0223, kappa: -0.0002, kb_relative_information_score: 18406.6491, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0126, predictive_accuracy: 0.1089, prior_entropy: 2.585, recall: 0.1089, relative_absolute_error: 1.0695, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5442, root_relative_squared_error: 1.4602,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.868, kappa: 0.6647, kb_relative_information_score: 849763.8386, mean_absolute_error: 0.0572, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8665, predictive_accuracy: 0.8743, prior_entropy: 2.585, recall: 0.8743, relative_absolute_error: 0.2058, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1713, root_relative_squared_error: 0.4595,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7627, f_measure: 0.8007, kappa: 0.4944, kb_relative_information_score: 356055.0572, mean_absolute_error: 0.2276, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7978, predictive_accuracy: 0.8127, prior_entropy: 2.585, recall: 0.8127, relative_absolute_error: 0.8194, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3188, root_relative_squared_error: 0.8555,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6796, f_measure: 0.6949, kappa: 0.1926, kb_relative_information_score: 673143.4184, mean_absolute_error: 0.1192, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6273, predictive_accuracy: 0.7801, prior_entropy: 2.585, recall: 0.7801, relative_absolute_error: 0.4291, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2455, root_relative_squared_error: 0.6588,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5872, f_measure: 0.6987, kappa: 0.217, kb_relative_information_score: 756451.6174, mean_absolute_error: 0.076, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6615, predictive_accuracy: 0.7828, prior_entropy: 2.585, recall: 0.7828, relative_absolute_error: 0.2737, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2665, root_relative_squared_error: 0.715,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9372, f_measure: 0.8656, kappa: 0.6547, kb_relative_information_score: 838937.5969, mean_absolute_error: 0.0624, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8646, predictive_accuracy: 0.8716, prior_entropy: 2.585, recall: 0.8716, relative_absolute_error: 0.2247, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1762, root_relative_squared_error: 0.4728,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.009, kappa: -0.0006, kb_relative_information_score: -86059.2152, mean_absolute_error: 0.3284, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5772, predictive_accuracy: 0.0137, prior_entropy: 2.585, recall: 0.0137, relative_absolute_error: 1.1824, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5718, root_relative_squared_error: 1.5342,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7765, f_measure: 0.816, kappa: 0.552, kb_relative_information_score: 780034.2613, mean_absolute_error: 0.0816, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8134, predictive_accuracy: 0.8219, prior_entropy: 2.585, recall: 0.8219, relative_absolute_error: 0.2938, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2176, root_relative_squared_error: 0.5839,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8802, f_measure: 0.8108, kappa: 0.5363, kb_relative_information_score: 768752.4463, mean_absolute_error: 0.0873, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8198, predictive_accuracy: 0.8096, prior_entropy: 2.585, recall: 0.8096, relative_absolute_error: 0.3144, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2233, root_relative_squared_error: 0.5992,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6577, f_measure: 0.6926, kappa: 0.1352, kb_relative_information_score: 678483.4334, mean_absolute_error: 0.1216, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6654, predictive_accuracy: 0.7657, prior_entropy: 2.585, recall: 0.7657, relative_absolute_error: 0.4379, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2466, root_relative_squared_error: 0.6617,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9257, f_measure: 0.8545, kappa: 0.6328, kb_relative_information_score: 836685.9118, mean_absolute_error: 0.0616, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8536, predictive_accuracy: 0.8585, prior_entropy: 2.585, recall: 0.8585, relative_absolute_error: 0.2218, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1851, root_relative_squared_error: 0.4967,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8716, f_measure: 0.833, kappa: 0.5786, kb_relative_information_score: 817353.1377, mean_absolute_error: 0.0621, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8313, predictive_accuracy: 0.839, prior_entropy: 2.585, recall: 0.839, relative_absolute_error: 0.2237, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2062, root_relative_squared_error: 0.5532,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0.0004, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419, run_cpu_time: 40.2384,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.5966, kappa: -0.0008, kb_relative_information_score: 555599.1671, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5966, predictive_accuracy: 0.5966, prior_entropy: 2.585, ram_hours: 0, recall: 0.5966, relative_absolute_error: 0.484, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3667, root_relative_squared_error: 0.9839, run_cpu_time: 5.6728,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9491, f_measure: 0.8634, kappa: 0.651, kb_relative_information_score: 795967.2138, mean_absolute_error: 0.0893, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8625, predictive_accuracy: 0.8682, prior_entropy: 2.585, ram_hours: 0.0007, recall: 0.8682, relative_absolute_error: 0.3213, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1845, root_relative_squared_error: 0.4951, run_cpu_time: 163.91,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9381, f_measure: 0.859, kappa: 0.6473, kb_relative_information_score: 807958.6994, mean_absolute_error: 0.0797, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8588, predictive_accuracy: 0.86, prior_entropy: 2.585, ram_hours: 0.1357, recall: 0.86, relative_absolute_error: 0.2868, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1846, root_relative_squared_error: 0.4952, run_cpu_time: 1273.5096,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8843, f_measure: 0.7742, kappa: 0.4081, kb_relative_information_score: 766795.1204, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7785, predictive_accuracy: 0.8097, prior_entropy: 2.585, ram_hours: 0, recall: 0.8097, relative_absolute_error: 0.313, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.21, root_relative_squared_error: 0.5635, run_cpu_time: 11.1327,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4992, f_measure: 0.6559, kappa: -0, kb_relative_information_score: 630195.6754, mean_absolute_error: 0.1344, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5771, predictive_accuracy: 0.7597, prior_entropy: 2.585, ram_hours: 0, recall: 0.7597, relative_absolute_error: 0.4838, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2592, root_relative_squared_error: 0.6954, run_cpu_time: 9.1424,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9283, f_measure: 0.8561, kappa: 0.635, kb_relative_information_score: 837444.869, mean_absolute_error: 0.0608, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8559, predictive_accuracy: 0.8615, prior_entropy: 2.585, ram_hours: 0, recall: 0.8615, relative_absolute_error: 0.2189, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.184, root_relative_squared_error: 0.4936, run_cpu_time: 34.3744,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8803, f_measure: 0.8109, kappa: 0.5367, kb_relative_information_score: 769264.1541, mean_absolute_error: 0.0871, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.82, predictive_accuracy: 0.8096, prior_entropy: 2.585, ram_hours: 0, recall: 0.8096, relative_absolute_error: 0.3135, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2235, root_relative_squared_error: 0.5996, run_cpu_time: 24.9417,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91241.1505, mean_absolute_error: 0.3301, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0.0034, recall: 0.0095, relative_absolute_error: 1.1885, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5744, root_relative_squared_error: 1.5414, run_cpu_time: 62.3503,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8716, f_measure: 0.833, kappa: 0.5786, kb_relative_information_score: 817353.1377, mean_absolute_error: 0.0621, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8313, predictive_accuracy: 0.839, prior_entropy: 2.585, ram_hours: 0, recall: 0.839, relative_absolute_error: 0.2237, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2062, root_relative_squared_error: 0.5532, run_cpu_time: 11.5057,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8762, f_measure: 0.8034, kappa: 0.5174, kb_relative_information_score: 772954.1138, mean_absolute_error: 0.0845, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8053, predictive_accuracy: 0.8084, prior_entropy: 2.585, ram_hours: 0, recall: 0.8084, relative_absolute_error: 0.3042, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2229, root_relative_squared_error: 0.598, run_cpu_time: 49.49,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.8851, kappa: 0.7085, kb_relative_information_score: 862132.5465, mean_absolute_error: 0.0541, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8841, predictive_accuracy: 0.8882, prior_entropy: 2.585, ram_hours: 0.0073, recall: 0.8882, relative_absolute_error: 0.1946, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1624, root_relative_squared_error: 0.4357, run_cpu_time: 351.52,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8605, f_measure: 0.7793, kappa: 0.4185, kb_relative_information_score: 796060.0917, mean_absolute_error: 0.0758, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7887, predictive_accuracy: 0.8053, prior_entropy: 2.585, ram_hours: 0, recall: 0.8053, relative_absolute_error: 0.2727, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2113, root_relative_squared_error: 0.5669, run_cpu_time: 480.4,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5774, f_measure: 0.6989, kappa: 0.2197, kb_relative_information_score: 761766.6793, mean_absolute_error: 0.0721, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6309, predictive_accuracy: 0.7837, prior_entropy: 2.585, ram_hours: 0, recall: 0.7837, relative_absolute_error: 0.2594, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2682, root_relative_squared_error: 0.7196, run_cpu_time: 6.4514,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91335.1938, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0095, prior_entropy: 2.585, ram_hours: 0, recall: 0.0095, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419, run_cpu_time: 6.6708,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8612, f_measure: 0.7794, kappa: 0.4189, kb_relative_information_score: 796106.5833, mean_absolute_error: 0.0758, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7887, predictive_accuracy: 0.8057, prior_entropy: 2.585, ram_hours: 0.0009, recall: 0.8057, relative_absolute_error: 0.2727, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2112, root_relative_squared_error: 0.5667, run_cpu_time: 4754.8166,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.0223, kappa: -0.0001, kb_relative_information_score: 17791.4947, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0125, predictive_accuracy: 0.1085, prior_entropy: 2.585, ram_hours: 0, recall: 0.1085, relative_absolute_error: 1.0698, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5451, root_relative_squared_error: 1.4627, run_cpu_time: 5.4014,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.0223, kappa: -0.0003, kb_relative_information_score: 18062.5265, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0126, predictive_accuracy: 0.1088, prior_entropy: 2.585, ram_hours: 0, recall: 0.1088, relative_absolute_error: 1.0695, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5451, root_relative_squared_error: 1.4625, run_cpu_time: 5.2742,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9253, f_measure: 0.8543, kappa: 0.6324, kb_relative_information_score: 836380.9249, mean_absolute_error: 0.0617, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8583, prior_entropy: 2.585, ram_hours: 0, recall: 0.8583, relative_absolute_error: 0.2222, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4972, run_cpu_time: 16.8842,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.8574, kappa: 0.6394, kb_relative_information_score: 837315.3844, mean_absolute_error: 0.0627, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.857, predictive_accuracy: 0.8623, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.8623, relative_absolute_error: 0.2259, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.4826, run_cpu_time: 86.1488,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6311, f_measure: 0.6774, kappa: 0.0923, kb_relative_information_score: 644745.4947, mean_absolute_error: 0.1274, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6645, predictive_accuracy: 0.7628, prior_entropy: 2.585, ram_hours: 0.0234, recall: 0.7628, relative_absolute_error: 0.4587, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2519, root_relative_squared_error: 0.6758, run_cpu_time: 880.9373,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.8572, kappa: 0.6384, kb_relative_information_score: 836354.5293, mean_absolute_error: 0.0633, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.857, predictive_accuracy: 0.8625, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.8625, relative_absolute_error: 0.228, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.4825, run_cpu_time: 103.4595,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7846, f_measure: 0.8155, kappa: 0.5378, kb_relative_information_score: 357936.2655, mean_absolute_error: 0.2273, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8132, predictive_accuracy: 0.8244, prior_entropy: 2.585, ram_hours: 0, recall: 0.8244, relative_absolute_error: 0.8181, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3182, root_relative_squared_error: 0.8539, run_cpu_time: 12.3189,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8938, f_measure: 0.82, kappa: 0.5369, kb_relative_information_score: 804980.7367, mean_absolute_error: 0.0707, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8171, predictive_accuracy: 0.828, prior_entropy: 2.585, ram_hours: 0, recall: 0.828, relative_absolute_error: 0.2545, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2032, root_relative_squared_error: 0.5452, run_cpu_time: 7.1163,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9253, f_measure: 0.8543, kappa: 0.6324, kb_relative_information_score: 836380.9249, mean_absolute_error: 0.0617, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8583, prior_entropy: 2.585, ram_hours: 0, recall: 0.8583, relative_absolute_error: 0.2222, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4972, run_cpu_time: 18.4279,

    Metric:

    Timeline

    Plotting contribution timeline

    Leaderboard

    Rank Name Top Score Entries Highest rank

    Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

    Challenge

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

    Given inputs

    estimation_procedure Interleaved Test then Train
    source_data BNG(anneal.ORIG) (2)
    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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