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OpenML
Task
Supervised Data Stream Classification on BNG(hepatitis)

Supervised Data Stream Classification on BNG(hepatitis)

Task 2165 Supervised Data Stream Classification BNG(hepatitis) 309 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 ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8175, f_measure: 0.8784, kappa: 0.6104, kb_relative_information_score: 770959.4081, mean_absolute_error: 0.1148, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8828, predictive_accuracy: 0.8869, prior_entropy: 1, recall: 0.8869, relative_absolute_error: 0.2297, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3208, root_relative_squared_error: 0.6417,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8175, f_measure: 0.8784, kappa: 0.6104, kb_relative_information_score: 770959.4081, mean_absolute_error: 0.1148, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8828, predictive_accuracy: 0.8869, prior_entropy: 1, recall: 0.8869, relative_absolute_error: 0.2297, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3208, root_relative_squared_error: 0.6417,
Jason 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8541, f_measure: 0.8395, kappa: 0.5004, kb_relative_information_score: 633114.8082, mean_absolute_error: 0.1903, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8369, predictive_accuracy: 0.8439, prior_entropy: 1, recall: 0.8439, relative_absolute_error: 0.3807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3426, root_relative_squared_error: 0.6852,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.8954, kappa: 0.6742, kb_relative_information_score: 723768.3477, mean_absolute_error: 0.1474, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8947, predictive_accuracy: 0.8983, prior_entropy: 1, recall: 0.8983, relative_absolute_error: 0.2948, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2727, root_relative_squared_error: 0.5453,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9427, f_measure: 0.8983, kappa: 0.6825, kb_relative_information_score: 724388.3883, mean_absolute_error: 0.1475, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8979, predictive_accuracy: 0.9014, prior_entropy: 1, recall: 0.9014, relative_absolute_error: 0.2951, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2681, root_relative_squared_error: 0.5362,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9403, f_measure: 0.9059, kappa: 0.7056, kb_relative_information_score: 727371.667, mean_absolute_error: 0.1481, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9061, predictive_accuracy: 0.9091, prior_entropy: 1, recall: 0.9091, relative_absolute_error: 0.2962, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2613, root_relative_squared_error: 0.5227,
Jason 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.8793, kappa: 0.6412, kb_relative_information_score: 723474.6778, mean_absolute_error: 0.1422, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8828, predictive_accuracy: 0.877, prior_entropy: 1, recall: 0.877, relative_absolute_error: 0.2844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.6148,
Jason 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6947, f_measure: 0.8274, kappa: 0.4454, kb_relative_information_score: 522264.1291, mean_absolute_error: 0.26, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8268, predictive_accuracy: 0.8403, prior_entropy: 1, recall: 0.8403, relative_absolute_error: 0.52, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3604, root_relative_squared_error: 0.7207,
Jason 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -584366, mean_absolute_error: 0.7922, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, recall: 0.2078, relative_absolute_error: 1.5844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.89, root_relative_squared_error: 1.7801,
Jason 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7945, f_measure: 0.8368, kappa: 0.497, kb_relative_information_score: 674703.4924, mean_absolute_error: 0.1634, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8349, predictive_accuracy: 0.8394, prior_entropy: 1, recall: 0.8394, relative_absolute_error: 0.3267, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3697, root_relative_squared_error: 0.7394,
Jason 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5019, f_measure: 0.6711, kappa: 0.0018, kb_relative_information_score: 342223.8362, mean_absolute_error: 0.3291, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6713, predictive_accuracy: 0.6708, prior_entropy: 1, recall: 0.6708, relative_absolute_error: 0.6582, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5637, root_relative_squared_error: 1.1274,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9416, f_measure: 0.9051, kappa: 0.7055, kb_relative_information_score: 738009.202, mean_absolute_error: 0.1397, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9045, predictive_accuracy: 0.9074, prior_entropy: 1, recall: 0.9074, relative_absolute_error: 0.2793, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2627, root_relative_squared_error: 0.5254,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8688, f_measure: 0.8952, kappa: 0.6728, kb_relative_information_score: 792409.4816, mean_absolute_error: 0.1043, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8947, predictive_accuracy: 0.8985, prior_entropy: 1, recall: 0.8985, relative_absolute_error: 0.2087, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.298, root_relative_squared_error: 0.596,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7202, f_measure: 0.8267, kappa: 0.4432, kb_relative_information_score: 520444.8296, mean_absolute_error: 0.2608, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8261, predictive_accuracy: 0.8398, prior_entropy: 1, recall: 0.8398, relative_absolute_error: 0.5215, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3602, root_relative_squared_error: 0.7204,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6229, f_measure: 0.7446, kappa: 0.1819, kb_relative_information_score: 530383.907, mean_absolute_error: 0.2341, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.734, predictive_accuracy: 0.7625, prior_entropy: 1, recall: 0.7625, relative_absolute_error: 0.4682, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4766, root_relative_squared_error: 0.9532,
Jason 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9413, f_measure: 0.9001, kappa: 0.6877, kb_relative_information_score: 708051.5383, mean_absolute_error: 0.1579, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9, predictive_accuracy: 0.9035, prior_entropy: 1, recall: 0.9035, relative_absolute_error: 0.3158, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.269, root_relative_squared_error: 0.5381,
Jason 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.7013, kappa: -0.0005, kb_relative_information_score: 566818.4871, mean_absolute_error: 0.2166, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6699, predictive_accuracy: 0.7834, prior_entropy: 1, recall: 0.7834, relative_absolute_error: 0.4332, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4654, root_relative_squared_error: 0.9307,
Jason 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7711, f_measure: 0.8573, kappa: 0.5575, kb_relative_information_score: 608648.3135, mean_absolute_error: 0.2127, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8554, predictive_accuracy: 0.8606, prior_entropy: 1, recall: 0.8606, relative_absolute_error: 0.4253, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3361, root_relative_squared_error: 0.6721,
Jason 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9072, f_measure: 0.8677, kappa: 0.6075, kb_relative_information_score: 701190.3688, mean_absolute_error: 0.153, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8718, predictive_accuracy: 0.865, prior_entropy: 1, recall: 0.865, relative_absolute_error: 0.3059, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3251, root_relative_squared_error: 0.6502,
Jason 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6946, f_measure: 0.8273, kappa: 0.4452, kb_relative_information_score: 522180.7726, mean_absolute_error: 0.26, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8268, predictive_accuracy: 0.8403, prior_entropy: 1, recall: 0.8403, relative_absolute_error: 0.5201, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3604, root_relative_squared_error: 0.7208,
Jason 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.9121, kappa: 0.7264, kb_relative_information_score: 766025.898, mean_absolute_error: 0.1257, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.912, predictive_accuracy: 0.9145, prior_entropy: 1, recall: 0.9145, relative_absolute_error: 0.2514, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2567, root_relative_squared_error: 0.5134,
Jason 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -584366, mean_absolute_error: 0.7922, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, recall: 0.2078, relative_absolute_error: 1.5844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.89, root_relative_squared_error: 1.7801,
Jason 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8246, f_measure: 0.8809, kappa: 0.6416, kb_relative_information_score: 722628.4769, mean_absolute_error: 0.1451, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8822, predictive_accuracy: 0.8798, prior_entropy: 1, recall: 0.8798, relative_absolute_error: 0.2901, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3288, root_relative_squared_error: 0.6576,
Jason 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9659, f_measure: 0.9244, kappa: 0.766, kb_relative_information_score: 782384.0446, mean_absolute_error: 0.118, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9242, predictive_accuracy: 0.9259, prior_entropy: 1, ram_hours: 0.0055, recall: 0.9259, relative_absolute_error: 0.2361, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2341, root_relative_squared_error: 0.4682, run_cpu_time: 267.4268,
Jason 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -584366, mean_absolute_error: 0.7922, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, ram_hours: 0.0011, recall: 0.2078, relative_absolute_error: 1.5844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.89, root_relative_squared_error: 1.7801, run_cpu_time: 61.0616,
Jason 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9145, f_measure: 0.8816, kappa: 0.6264, kb_relative_information_score: 697274.7248, mean_absolute_error: 0.1591, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8818, predictive_accuracy: 0.8869, prior_entropy: 1, ram_hours: 0.0009, recall: 0.8869, relative_absolute_error: 0.3182, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2897, root_relative_squared_error: 0.5794, run_cpu_time: 6043.8529,
Jason 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8403, f_measure: 0.8158, kappa: 0.3953, kb_relative_information_score: 579476.9302, mean_absolute_error: 0.2207, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8258, predictive_accuracy: 0.8387, prior_entropy: 1, ram_hours: 0.0224, recall: 0.8387, relative_absolute_error: 0.4413, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.34, root_relative_squared_error: 0.6799, run_cpu_time: 418.4779,
Jason 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9254, f_measure: 0.8782, kappa: 0.6406, kb_relative_information_score: 714424.6212, mean_absolute_error: 0.1475, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8834, predictive_accuracy: 0.8751, prior_entropy: 1, ram_hours: 0, recall: 0.8751, relative_absolute_error: 0.2949, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3066, root_relative_squared_error: 0.6132, run_cpu_time: 13.3546,
Jason 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8037, f_measure: 0.8903, kappa: 0.6552, kb_relative_information_score: 790242, mean_absolute_error: 0.1049, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8905, predictive_accuracy: 0.8948, prior_entropy: 1, ram_hours: 0, recall: 0.8948, relative_absolute_error: 0.2098, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3235, root_relative_squared_error: 0.6469, run_cpu_time: 8.3158,
Jason 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6948, f_measure: 0.8269, kappa: 0.4444, kb_relative_information_score: 680044, mean_absolute_error: 0.16, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8262, predictive_accuracy: 0.8397, prior_entropy: 1, ram_hours: 0, recall: 0.8397, relative_absolute_error: 0.32, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3997, root_relative_squared_error: 0.7993, run_cpu_time: 5.9536,
Jason 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9599, f_measure: 0.9184, kappa: 0.7469, kb_relative_information_score: 769852.2211, mean_absolute_error: 0.1246, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9181, predictive_accuracy: 0.9202, prior_entropy: 1, ram_hours: 0.0003, recall: 0.9202, relative_absolute_error: 0.2493, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.243, root_relative_squared_error: 0.486, run_cpu_time: 93.93,
Jason 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -583792, mean_absolute_error: 0.7919, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, ram_hours: 0.0024, recall: 0.2078, relative_absolute_error: 1.5838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7795, run_cpu_time: 74.69,
Jason 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7342, f_measure: 0.8335, kappa: 0.4856, kb_relative_information_score: 673250, mean_absolute_error: 0.1634, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8313, predictive_accuracy: 0.8366, prior_entropy: 1, ram_hours: 0, recall: 0.8366, relative_absolute_error: 0.3268, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4042, root_relative_squared_error: 0.8084, run_cpu_time: 5.824,
Jason 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, f_measure: 0.7003, kappa: -0, kb_relative_information_score: 387560.3176, mean_absolute_error: 0.3295, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6276, predictive_accuracy: 0.7922, prior_entropy: 1, ram_hours: 0, recall: 0.7922, relative_absolute_error: 0.659, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4057, root_relative_squared_error: 0.8115, run_cpu_time: 7.6337,
Jason 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.8793, kappa: 0.6412, kb_relative_information_score: 723493.1712, mean_absolute_error: 0.1422, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8828, predictive_accuracy: 0.877, prior_entropy: 1, ram_hours: 0, recall: 0.877, relative_absolute_error: 0.2844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.6148, run_cpu_time: 9.9844,
Jason 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9222, f_measure: 0.8808, kappa: 0.6282, kb_relative_information_score: 685852.4264, mean_absolute_error: 0.1669, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8797, predictive_accuracy: 0.8844, prior_entropy: 1, ram_hours: 0, recall: 0.8844, relative_absolute_error: 0.3338, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2917, root_relative_squared_error: 0.5833, run_cpu_time: 7.3631,
Jason 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9458, f_measure: 0.9123, kappa: 0.7292, kb_relative_information_score: 768026.8081, mean_absolute_error: 0.1241, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9118, predictive_accuracy: 0.914, prior_entropy: 1, ram_hours: 0, recall: 0.914, relative_absolute_error: 0.2482, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2572, root_relative_squared_error: 0.5144, run_cpu_time: 27.6058,
Jason 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.9183, kappa: 0.7468, kb_relative_information_score: 769601.7891, mean_absolute_error: 0.1248, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9202, prior_entropy: 1, ram_hours: 0.0003, recall: 0.9202, relative_absolute_error: 0.2496, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2431, root_relative_squared_error: 0.4861, run_cpu_time: 87.3817,
Jason 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.671, kappa: 0.0008, kb_relative_information_score: 342010, mean_absolute_error: 0.329, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.671, predictive_accuracy: 0.671, prior_entropy: 1, ram_hours: 0, recall: 0.671, relative_absolute_error: 0.658, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5736, root_relative_squared_error: 1.1472, run_cpu_time: 5.8065,
Jason 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.564, f_measure: 0.7222, kappa: 0.135, kb_relative_information_score: 459972, mean_absolute_error: 0.27, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7156, predictive_accuracy: 0.73, prior_entropy: 1, ram_hours: 0, recall: 0.73, relative_absolute_error: 0.54, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5196, root_relative_squared_error: 1.0393, run_cpu_time: 6.0516,
Jason 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9644, f_measure: 0.9218, kappa: 0.76, kb_relative_information_score: 522382.0112, mean_absolute_error: 0.2674, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9214, predictive_accuracy: 0.9227, prior_entropy: 1, ram_hours: 0.0005, recall: 0.9227, relative_absolute_error: 0.5349, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3051, root_relative_squared_error: 0.6101, run_cpu_time: 113.48,
Jason 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9186, f_measure: 0.881, kappa: 0.6315, kb_relative_information_score: 561161.3506, mean_absolute_error: 0.2407, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8798, predictive_accuracy: 0.8836, prior_entropy: 1, ram_hours: 0.2186, recall: 0.8836, relative_absolute_error: 0.4815, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3089, root_relative_squared_error: 0.6178, run_cpu_time: 4914.23,
Jason 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9476, f_measure: 0.9136, kappa: 0.7329, kb_relative_information_score: 770181.8861, mean_absolute_error: 0.123, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.913, predictive_accuracy: 0.9152, prior_entropy: 1, ram_hours: 0, recall: 0.9152, relative_absolute_error: 0.246, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2555, root_relative_squared_error: 0.5111, run_cpu_time: 14.3193,
Jason 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8246, f_measure: 0.8809, kappa: 0.6416, kb_relative_information_score: 722628.4769, mean_absolute_error: 0.1451, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8822, predictive_accuracy: 0.8798, prior_entropy: 1, ram_hours: 0, recall: 0.8798, relative_absolute_error: 0.2901, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3288, root_relative_squared_error: 0.6576, run_cpu_time: 7.8594,
Jason 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -584366, mean_absolute_error: 0.7922, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, ram_hours: 0, recall: 0.2078, relative_absolute_error: 1.5844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.89, root_relative_squared_error: 1.7801, run_cpu_time: 7.4435,
Jason 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9138, f_measure: 0.8824, kappa: 0.6298, kb_relative_information_score: 697266.0929, mean_absolute_error: 0.1591, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8822, predictive_accuracy: 0.8873, prior_entropy: 1, ram_hours: 0, recall: 0.8873, relative_absolute_error: 0.3182, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2898, root_relative_squared_error: 0.5795, run_cpu_time: 326.43,
Jason 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9476, f_measure: 0.9136, kappa: 0.7329, kb_relative_information_score: 770181.8861, mean_absolute_error: 0.123, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.913, predictive_accuracy: 0.9152, prior_entropy: 1, ram_hours: 0, recall: 0.9152, relative_absolute_error: 0.246, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2555, root_relative_squared_error: 0.5111, run_cpu_time: 12.9928,
Jason 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8316, f_measure: 0.8392, kappa: 0.5036, kb_relative_information_score: 603521.079, mean_absolute_error: 0.2105, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8372, predictive_accuracy: 0.8421, prior_entropy: 1, ram_hours: 0, recall: 0.8421, relative_absolute_error: 0.421, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3409, root_relative_squared_error: 0.6818, run_cpu_time: 8.0072,

    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(hepatitis) (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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