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OpenML
Task
Supervised Data Stream Classification on BNG(labor)

Supervised Data Stream Classification on BNG(labor)

Task 2129 Supervised Data Stream Classification BNG(labor) 310 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams study_11 study_16
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Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8873, f_measure: 0.8647, kappa: 0.7001, kb_relative_information_score: 727729.7169, mean_absolute_error: 0.1368, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8665, predictive_accuracy: 0.867, prior_entropy: 1, recall: 0.867, relative_absolute_error: 0.2737, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.341, root_relative_squared_error: 0.6821,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9196, f_measure: 0.9151, kappa: 0.8117, kb_relative_information_score: 831222.2578, mean_absolute_error: 0.0846, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9184, predictive_accuracy: 0.9166, prior_entropy: 1, recall: 0.9166, relative_absolute_error: 0.1692, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2755, root_relative_squared_error: 0.551,
Jason 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9635, f_measure: 0.9085, kappa: 0.7979, kb_relative_information_score: 713996.7646, mean_absolute_error: 0.1556, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9096, predictive_accuracy: 0.9096, prior_entropy: 1, recall: 0.9096, relative_absolute_error: 0.3112, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2614, root_relative_squared_error: 0.5228,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.9348, kappa: 0.8565, kb_relative_information_score: 818160.797, mean_absolute_error: 0.0978, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9349, predictive_accuracy: 0.9351, prior_entropy: 1, recall: 0.9351, relative_absolute_error: 0.1955, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2216, root_relative_squared_error: 0.4432,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9789, f_measure: 0.9365, kappa: 0.8604, kb_relative_information_score: 811955.1148, mean_absolute_error: 0.102, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9367, predictive_accuracy: 0.9369, prior_entropy: 1, recall: 0.9369, relative_absolute_error: 0.204, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2189, root_relative_squared_error: 0.4377,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9754, f_measure: 0.9369, kappa: 0.8616, kb_relative_information_score: 810360.1722, mean_absolute_error: 0.1041, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9369, predictive_accuracy: 0.937, prior_entropy: 1, recall: 0.937, relative_absolute_error: 0.2081, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2193, root_relative_squared_error: 0.4386,
Jason 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9561, f_measure: 0.9054, kappa: 0.7929, kb_relative_information_score: 775243.0668, mean_absolute_error: 0.117, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9054, predictive_accuracy: 0.9054, prior_entropy: 1, recall: 0.9054, relative_absolute_error: 0.2339, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5437,
Jason 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Jason 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9032, f_measure: 0.9139, kappa: 0.81, kb_relative_information_score: 829560.4488, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9148, predictive_accuracy: 0.9149, prior_entropy: 1, recall: 0.9149, relative_absolute_error: 0.1705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2881, root_relative_squared_error: 0.5762,
Jason 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6913, f_measure: 0.6177, kappa: 0.1695, kb_relative_information_score: 279881.3592, mean_absolute_error: 0.357, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6208, predictive_accuracy: 0.6151, prior_entropy: 1, recall: 0.6151, relative_absolute_error: 0.7141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5113, root_relative_squared_error: 1.0226,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9782, f_measure: 0.9387, kappa: 0.8655, kb_relative_information_score: 816929.5013, mean_absolute_error: 0.0993, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9387, predictive_accuracy: 0.9389, prior_entropy: 1, recall: 0.9389, relative_absolute_error: 0.1985, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2168, root_relative_squared_error: 0.4337,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9517, f_measure: 0.9349, kappa: 0.8567, kb_relative_information_score: 865710.9878, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9351, predictive_accuracy: 0.9353, prior_entropy: 1, recall: 0.9353, relative_absolute_error: 0.1353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2365, root_relative_squared_error: 0.473,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7676, f_measure: 0.812, kappa: 0.5794, kb_relative_information_score: 486416.0433, mean_absolute_error: 0.2776, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8513, predictive_accuracy: 0.827, prior_entropy: 1, recall: 0.827, relative_absolute_error: 0.5551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.7451,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8201, f_measure: 0.8148, kappa: 0.5854, kb_relative_information_score: 622459.6443, mean_absolute_error: 0.1924, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8439, predictive_accuracy: 0.8275, prior_entropy: 1, recall: 0.8275, relative_absolute_error: 0.3847, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3891, root_relative_squared_error: 0.7781,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9755, f_measure: 0.9343, kappa: 0.856, kb_relative_information_score: 798343.8498, mean_absolute_error: 0.1104, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9343, predictive_accuracy: 0.9345, prior_entropy: 1, recall: 0.9345, relative_absolute_error: 0.2207, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2261, root_relative_squared_error: 0.4521,
Jason 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5083, kappa: -0, kb_relative_information_score: 293995.7776, mean_absolute_error: 0.353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4186, predictive_accuracy: 0.647, prior_entropy: 1, recall: 0.647, relative_absolute_error: 0.706, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5941, root_relative_squared_error: 1.1883,
Jason 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.899, f_measure: 0.9077, kappa: 0.7964, kb_relative_information_score: 750740.9151, mean_absolute_error: 0.1359, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9082, predictive_accuracy: 0.9086, prior_entropy: 1, recall: 0.9086, relative_absolute_error: 0.2718, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2863, root_relative_squared_error: 0.5726,
Jason 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8421, f_measure: 0.8223, kappa: 0.61, kb_relative_information_score: 621912.5059, mean_absolute_error: 0.1925, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8219, predictive_accuracy: 0.8227, prior_entropy: 1, recall: 0.8227, relative_absolute_error: 0.385, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.383, root_relative_squared_error: 0.766,
Jason 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8029, f_measure: 0.8124, kappa: 0.5803, kb_relative_information_score: 513968.7481, mean_absolute_error: 0.262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.851, predictive_accuracy: 0.8272, prior_entropy: 1, recall: 0.8272, relative_absolute_error: 0.524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.362, root_relative_squared_error: 0.7239,
Jason 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9744, f_measure: 0.9413, kappa: 0.8711, kb_relative_information_score: 840122.0137, mean_absolute_error: 0.0862, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9413, predictive_accuracy: 0.9415, prior_entropy: 1, recall: 0.9415, relative_absolute_error: 0.1725, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.218, root_relative_squared_error: 0.436,
Jason 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Jason 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.9194, kappa: 0.8225, kb_relative_information_score: 789354.7697, mean_absolute_error: 0.114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9199, prior_entropy: 1, recall: 0.9199, relative_absolute_error: 0.2281, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.5512,
Jason 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087, run_cpu_time: 4.1682,
Jason 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7612, f_measure: 0.812, kappa: 0.5794, kb_relative_information_score: 654274, mean_absolute_error: 0.1729, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8513, predictive_accuracy: 0.827, prior_entropy: 1, ram_hours: 0, recall: 0.827, relative_absolute_error: 0.3457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4155, root_relative_squared_error: 0.8309, run_cpu_time: 3.4136,
Jason 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9215, f_measure: 0.9316, kappa: 0.8496, kb_relative_information_score: 864040, mean_absolute_error: 0.068, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9316, predictive_accuracy: 0.9319, prior_entropy: 1, ram_hours: 0, recall: 0.9319, relative_absolute_error: 0.136, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2603, root_relative_squared_error: 0.5205, run_cpu_time: 6.5253,
Jason 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0.0005, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087, run_cpu_time: 32.0483,
Jason 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.9428, kappa: 0.8746, kb_relative_information_score: 844608.6855, mean_absolute_error: 0.0838, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.943, prior_entropy: 1, ram_hours: 0, recall: 0.943, relative_absolute_error: 0.1675, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4329, run_cpu_time: 14.83,
Jason 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.9194, kappa: 0.8225, kb_relative_information_score: 789354.7697, mean_absolute_error: 0.114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9199, prior_entropy: 1, ram_hours: 0, recall: 0.9199, relative_absolute_error: 0.2281, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.5512, run_cpu_time: 4.2794,
Jason 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.9139, kappa: 0.8099, kb_relative_information_score: 829688, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9148, predictive_accuracy: 0.9148, prior_entropy: 1, ram_hours: 0, recall: 0.9148, relative_absolute_error: 0.1703, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2918, root_relative_squared_error: 0.5836, run_cpu_time: 3.4487,
Jason 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9294, f_measure: 0.8915, kappa: 0.7593, kb_relative_information_score: 736735.0108, mean_absolute_error: 0.1391, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8944, predictive_accuracy: 0.8935, prior_entropy: 1, ram_hours: 0, recall: 0.8935, relative_absolute_error: 0.2782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2839, root_relative_squared_error: 0.5678, run_cpu_time: 7.2,
Jason 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.951, kappa: 0.8925, kb_relative_information_score: 605402.8908, mean_absolute_error: 0.2268, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.951, predictive_accuracy: 0.9511, prior_entropy: 1, ram_hours: 0.0007, recall: 0.9511, relative_absolute_error: 0.4535, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2653, root_relative_squared_error: 0.5307, run_cpu_time: 96.8799,
Jason 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.9428, kappa: 0.8746, kb_relative_information_score: 844608.6855, mean_absolute_error: 0.0838, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.943, prior_entropy: 1, ram_hours: 0, recall: 0.943, relative_absolute_error: 0.1675, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4329, run_cpu_time: 8.2226,
Jason 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.89, f_measure: 0.8665, kappa: 0.7018, kb_relative_information_score: 590037.6252, mean_absolute_error: 0.2199, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8787, predictive_accuracy: 0.8718, prior_entropy: 1, ram_hours: 0.0073, recall: 0.8718, relative_absolute_error: 0.4398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3275, root_relative_squared_error: 0.655, run_cpu_time: 213.6705,
Jason 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.89, f_measure: 0.8665, kappa: 0.7018, kb_relative_information_score: 590037.6252, mean_absolute_error: 0.2199, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8787, predictive_accuracy: 0.8718, prior_entropy: 1, ram_hours: 0.0123, recall: 0.8718, relative_absolute_error: 0.4398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3275, root_relative_squared_error: 0.655, run_cpu_time: 362.69,
Jason 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.956, f_measure: 0.9054, kappa: 0.7929, kb_relative_information_score: 775204.1363, mean_absolute_error: 0.117, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9054, predictive_accuracy: 0.9054, prior_entropy: 1, ram_hours: 0, recall: 0.9054, relative_absolute_error: 0.234, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5438, run_cpu_time: 6.3872,
Jason 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -293712, mean_absolute_error: 0.6469, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0.001, recall: 0.353, relative_absolute_error: 1.2937, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8041, root_relative_squared_error: 1.6082, run_cpu_time: 35.3643,
Jason 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.5438, kappa: 0.0012, kb_relative_information_score: 87502, mean_absolute_error: 0.4562, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5438, predictive_accuracy: 0.5438, prior_entropy: 1, ram_hours: 0, recall: 0.5438, relative_absolute_error: 0.9125, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6755, root_relative_squared_error: 1.3509, run_cpu_time: 5.76,
Jason 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9627, f_measure: 0.9125, kappa: 0.808, kb_relative_information_score: 785126.0375, mean_absolute_error: 0.1128, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9124, predictive_accuracy: 0.9126, prior_entropy: 1, ram_hours: 0, recall: 0.9126, relative_absolute_error: 0.2255, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.5159, run_cpu_time: 8.4303,
Jason 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9582, f_measure: 0.9131, kappa: 0.8084, kb_relative_information_score: 754371.3473, mean_absolute_error: 0.1327, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9134, predictive_accuracy: 0.9137, prior_entropy: 1, ram_hours: 0, recall: 0.9137, relative_absolute_error: 0.2655, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2615, root_relative_squared_error: 0.5229, run_cpu_time: 5.5936,
Jason 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.966, f_measure: 0.9209, kappa: 0.8248, kb_relative_information_score: 773061.2027, mean_absolute_error: 0.1206, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9234, predictive_accuracy: 0.9222, prior_entropy: 1, ram_hours: 0, recall: 0.9222, relative_absolute_error: 0.2412, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2492, root_relative_squared_error: 0.4985, run_cpu_time: 192.5249,
Jason 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9842, f_measure: 0.9462, kappa: 0.882, kb_relative_information_score: 842076.505, mean_absolute_error: 0.0864, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9464, prior_entropy: 1, ram_hours: 0.0002, recall: 0.9464, relative_absolute_error: 0.1728, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2023, root_relative_squared_error: 0.4046, run_cpu_time: 50.6037,
Jason 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.5083, kappa: -0, kb_relative_information_score: 109729.3004, mean_absolute_error: 0.4566, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4186, predictive_accuracy: 0.647, prior_entropy: 1, ram_hours: 0, recall: 0.647, relative_absolute_error: 0.9132, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4779, root_relative_squared_error: 0.9558, run_cpu_time: 3.9004,
Jason 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9664, f_measure: 0.9202, kappa: 0.8232, kb_relative_information_score: 773097.821, mean_absolute_error: 0.1206, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.923, predictive_accuracy: 0.9215, prior_entropy: 1, ram_hours: 0.0005, recall: 0.9215, relative_absolute_error: 0.2412, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2491, root_relative_squared_error: 0.4982, run_cpu_time: 3641.6793,
Jason 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9664, f_measure: 0.9202, kappa: 0.8232, kb_relative_information_score: 773097.821, mean_absolute_error: 0.1206, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.923, predictive_accuracy: 0.9215, prior_entropy: 1, ram_hours: 0.0005, recall: 0.9215, relative_absolute_error: 0.2412, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2491, root_relative_squared_error: 0.4982, run_cpu_time: 3516.1679,
Jason 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9792, f_measure: 0.9393, kappa: 0.8667, kb_relative_information_score: 677525.9215, mean_absolute_error: 0.1838, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9393, predictive_accuracy: 0.9395, prior_entropy: 1, ram_hours: 0.0068, recall: 0.9395, relative_absolute_error: 0.3676, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2469, root_relative_squared_error: 0.4938, run_cpu_time: 202.8497,
Jason 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9881, f_measure: 0.9524, kappa: 0.8955, kb_relative_information_score: 856448.5493, mean_absolute_error: 0.0786, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9524, predictive_accuracy: 0.9525, prior_entropy: 1, ram_hours: 0.0037, recall: 0.9525, relative_absolute_error: 0.1573, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.19, root_relative_squared_error: 0.38, run_cpu_time: 166.7067,
Jason 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9841, f_measure: 0.9461, kappa: 0.8817, kb_relative_information_score: 841172.3941, mean_absolute_error: 0.087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9461, predictive_accuracy: 0.9463, prior_entropy: 1, ram_hours: 0.0002, recall: 0.9463, relative_absolute_error: 0.1739, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2025, root_relative_squared_error: 0.4051, run_cpu_time: 58.1154,
Jason 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7581, f_measure: 0.7812, kappa: 0.5195, kb_relative_information_score: 563892, mean_absolute_error: 0.2181, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7806, predictive_accuracy: 0.7819, prior_entropy: 1, ram_hours: 0, recall: 0.7819, relative_absolute_error: 0.4361, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.467, root_relative_squared_error: 0.9339, run_cpu_time: 3.438,
Jason 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9732, f_measure: 0.9414, kappa: 0.8714, kb_relative_information_score: 841481.6385, mean_absolute_error: 0.0853, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9414, predictive_accuracy: 0.9415, prior_entropy: 1, ram_hours: 0, recall: 0.9415, relative_absolute_error: 0.1705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2187, root_relative_squared_error: 0.4374, run_cpu_time: 18.0301,

    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(labor) (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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