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

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

Task 187 Supervised Data Stream Classification BNG(zoo,nominal,1000000) 46 runs submitted
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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(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9323, kappa: 0.9132, kb_relative_information_score: 345760.9054, mean_absolute_error: 0.2055, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9328, predictive_accuracy: 0.9337, prior_entropy: 2.8074, recall: 0.9337, relative_absolute_error: 0.8391, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3026, root_relative_squared_error: 0.8648,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7616, f_measure: 0.484, kappa: 0.424, kb_relative_information_score: 534104.7744, mean_absolute_error: 0.1286, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4538, predictive_accuracy: 0.5823, prior_entropy: 2.8074, recall: 0.5823, relative_absolute_error: 0.5252, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3345, root_relative_squared_error: 0.9559,
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(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9866, f_measure: 0.9378, kappa: 0.9194, kb_relative_information_score: 344261.5726, mean_absolute_error: 0.2057, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9377, predictive_accuracy: 0.9384, prior_entropy: 2.8074, recall: 0.9384, relative_absolute_error: 0.84, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.302, root_relative_squared_error: 0.8629,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9955, f_measure: 0.9379, kappa: 0.9197, kb_relative_information_score: 924821.5133, mean_absolute_error: 0.0258, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9378, predictive_accuracy: 0.9386, prior_entropy: 2.8074, recall: 0.9386, relative_absolute_error: 0.1053, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1132, root_relative_squared_error: 0.3235,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9346, kappa: 0.9159, kb_relative_information_score: 905767.2349, mean_absolute_error: 0.0342, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9345, predictive_accuracy: 0.9359, prior_entropy: 2.8074, recall: 0.9359, relative_absolute_error: 0.1396, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1179, root_relative_squared_error: 0.3369,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9348, kappa: 0.9137, kb_relative_information_score: 924051.0846, mean_absolute_error: 0.025, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9365, predictive_accuracy: 0.9337, prior_entropy: 2.8074, recall: 0.9337, relative_absolute_error: 0.102, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1186, root_relative_squared_error: 0.3388,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.9277, kappa: 0.9085, kb_relative_information_score: 909069.8198, mean_absolute_error: 0.0318, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9273, predictive_accuracy: 0.9301, prior_entropy: 2.8074, recall: 0.9301, relative_absolute_error: 0.1298, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.122, root_relative_squared_error: 0.3485,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348381.2558, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, recall: 0.3962, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1869,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7423, f_measure: 0.4864, kappa: 0.4282, kb_relative_information_score: 553018.2751, mean_absolute_error: 0.1184, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4546, predictive_accuracy: 0.5857, prior_entropy: 2.8074, recall: 0.5857, relative_absolute_error: 0.4835, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3437, root_relative_squared_error: 0.9823,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7405, f_measure: 0.4724, kappa: 0.4073, kb_relative_information_score: 537634.0623, mean_absolute_error: 0.1236, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4393, predictive_accuracy: 0.5711, prior_entropy: 2.8074, recall: 0.5711, relative_absolute_error: 0.5049, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3465, root_relative_squared_error: 0.9901,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9368, kappa: 0.9184, kb_relative_information_score: 916121.5658, mean_absolute_error: 0.0293, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.937, predictive_accuracy: 0.9376, prior_entropy: 2.8074, recall: 0.9376, relative_absolute_error: 0.1197, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1158, root_relative_squared_error: 0.3308,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8166, f_measure: 0.4776, kappa: 0.4211, kb_relative_information_score: 495933.608, mean_absolute_error: 0.144, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4352, predictive_accuracy: 0.5833, prior_entropy: 2.8074, recall: 0.5833, relative_absolute_error: 0.5879, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2704, root_relative_squared_error: 0.7727,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7207, f_measure: 0.4351, kappa: 0.3721, kb_relative_information_score: 551368.9427, mean_absolute_error: 0.119, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.3475, predictive_accuracy: 0.5834, prior_entropy: 2.8074, recall: 0.5834, relative_absolute_error: 0.486, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3306, root_relative_squared_error: 0.9448,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9279, f_measure: 0.6885, kappa: 0.6256, kb_relative_information_score: 619558.8811, mean_absolute_error: 0.1178, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.6939, predictive_accuracy: 0.7209, prior_entropy: 2.8074, recall: 0.7209, relative_absolute_error: 0.4809, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.6712,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6456, f_measure: 0.3956, kappa: 0.2359, kb_relative_information_score: 361549.6189, mean_absolute_error: 0.1714, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4901, predictive_accuracy: 0.411, prior_entropy: 2.8074, recall: 0.411, relative_absolute_error: 0.7, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4068, root_relative_squared_error: 1.1627,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9517, f_measure: 0.8887, kappa: 0.8578, kb_relative_information_score: 851917.7661, mean_absolute_error: 0.0476, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8892, predictive_accuracy: 0.8925, prior_entropy: 2.8074, recall: 0.8925, relative_absolute_error: 0.1945, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1655, root_relative_squared_error: 0.4729,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.879, f_measure: 0.7143, kappa: 0.6109, kb_relative_information_score: 651605.5186, mean_absolute_error: 0.1071, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.7401, predictive_accuracy: 0.6952, prior_entropy: 2.8074, recall: 0.6952, relative_absolute_error: 0.4372, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2542, root_relative_squared_error: 0.7264,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8167, f_measure: 0.4776, kappa: 0.4211, kb_relative_information_score: 487645.534, mean_absolute_error: 0.1459, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4352, predictive_accuracy: 0.5833, prior_entropy: 2.8074, recall: 0.5833, relative_absolute_error: 0.5957, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2701, root_relative_squared_error: 0.7719,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9938, f_measure: 0.931, kappa: 0.9104, kb_relative_information_score: 919462.1914, mean_absolute_error: 0.0264, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9309, predictive_accuracy: 0.9314, prior_entropy: 2.8074, recall: 0.9314, relative_absolute_error: 0.1078, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1208, root_relative_squared_error: 0.3451,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348381.2558, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, recall: 0.3962, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1869,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, f_measure: 0.8955, kappa: 0.8641, kb_relative_information_score: 880130.6518, mean_absolute_error: 0.0368, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9004, predictive_accuracy: 0.896, prior_entropy: 2.8074, recall: 0.896, relative_absolute_error: 0.1503, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1571, root_relative_squared_error: 0.4489,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8414, f_measure: 0.4847, kappa: 0.3653, kb_relative_information_score: 485514.7151, mean_absolute_error: 0.1438, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4744, predictive_accuracy: 0.5528, prior_entropy: 2.8074, ram_hours: 0.0001, recall: 0.5528, relative_absolute_error: 0.5873, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2782, root_relative_squared_error: 0.795, run_cpu_time: 69.41,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6608, f_measure: 0.4453, kappa: 0.3568, kb_relative_information_score: 550206.2075, mean_absolute_error: 0.1191, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.3711, predictive_accuracy: 0.5836, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5836, relative_absolute_error: 0.4862, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3449, root_relative_squared_error: 0.9856, run_cpu_time: 8.21,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9294, kappa: 0.9077, kb_relative_information_score: 843895.8823, mean_absolute_error: 0.0627, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9298, predictive_accuracy: 0.9293, prior_entropy: 2.8074, ram_hours: 0.0011, recall: 0.9293, relative_absolute_error: 0.2562, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1404, root_relative_squared_error: 0.4011, run_cpu_time: 171.97,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, f_measure: 0.8955, kappa: 0.8641, kb_relative_information_score: 880130.6518, mean_absolute_error: 0.0368, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9004, predictive_accuracy: 0.896, prior_entropy: 2.8074, ram_hours: 0, recall: 0.896, relative_absolute_error: 0.1503, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1571, root_relative_squared_error: 0.4489, run_cpu_time: 10.71,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7274, f_measure: 0.4709, kappa: 0.4043, kb_relative_information_score: 534333.7167, mean_absolute_error: 0.1233, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4393, predictive_accuracy: 0.5685, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5685, relative_absolute_error: 0.5034, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3511, root_relative_squared_error: 1.0034, run_cpu_time: 7.52,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9952, f_measure: 0.9217, kappa: 0.8968, kb_relative_information_score: 910640.9488, mean_absolute_error: 0.0288, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.924, predictive_accuracy: 0.9207, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9207, relative_absolute_error: 0.1177, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1292, root_relative_squared_error: 0.3692, run_cpu_time: 30.14,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348381.2558, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3962, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1869, run_cpu_time: 8.93,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9292, kappa: 0.9071, kb_relative_information_score: 918468.6934, mean_absolute_error: 0.0265, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9301, predictive_accuracy: 0.9287, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9287, relative_absolute_error: 0.1082, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.123, root_relative_squared_error: 0.3516, run_cpu_time: 35.18,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.2336, kappa: -0.0003, kb_relative_information_score: 172841.0879, mean_absolute_error: 0.219, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.2336, predictive_accuracy: 0.2336, prior_entropy: 2.8074, ram_hours: 0, recall: 0.2336, relative_absolute_error: 0.8942, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.468, root_relative_squared_error: 1.3373, run_cpu_time: 8.67,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.995, f_measure: 0.9315, kappa: 0.9101, kb_relative_information_score: 918353.3628, mean_absolute_error: 0.0272, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9323, predictive_accuracy: 0.931, prior_entropy: 2.8074, ram_hours: 0.0007, recall: 0.931, relative_absolute_error: 0.1112, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1205, root_relative_squared_error: 0.3444, run_cpu_time: 150.51,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9939, f_measure: 0.928, kappa: 0.9053, kb_relative_information_score: 917613.6439, mean_absolute_error: 0.0266, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9288, predictive_accuracy: 0.9274, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9274, relative_absolute_error: 0.1086, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1243, root_relative_squared_error: 0.3552, run_cpu_time: 46.24,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.2249, kappa: -0, kb_relative_information_score: 228596.5831, mean_absolute_error: 0.2189, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3962, relative_absolute_error: 0.894, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3308, root_relative_squared_error: 0.9455, run_cpu_time: 15.12,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6721, f_measure: 0.4039, kappa: 0.2336, kb_relative_information_score: 371818.0514, mean_absolute_error: 0.1821, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4181, predictive_accuracy: 0.4664, prior_entropy: 2.8074, ram_hours: 0, recall: 0.4664, relative_absolute_error: 0.7436, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3301, root_relative_squared_error: 0.9434, run_cpu_time: 11.19,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9199, kappa: 0.8957, kb_relative_information_score: 844238.2474, mean_absolute_error: 0.0605, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9197, predictive_accuracy: 0.9202, prior_entropy: 2.8074, ram_hours: 0.0104, recall: 0.9202, relative_absolute_error: 0.2472, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1436, root_relative_squared_error: 0.4104, run_cpu_time: 390.02,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348381.2558, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3962, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1869, run_cpu_time: 7.76,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.995, f_measure: 0.9316, kappa: 0.9102, kb_relative_information_score: 918068.8983, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9324, predictive_accuracy: 0.9311, prior_entropy: 2.8074, ram_hours: 0.0009, recall: 0.9311, relative_absolute_error: 0.1119, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1204, root_relative_squared_error: 0.3442, run_cpu_time: 204.55,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348024.4695, mean_absolute_error: 0.1726, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, ram_hours: 0.0019, recall: 0.3962, relative_absolute_error: 0.7047, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1868, run_cpu_time: 63.48,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9178, kappa: 0.8934, kb_relative_information_score: 343209.1824, mean_absolute_error: 0.2058, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9187, predictive_accuracy: 0.9184, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9184, relative_absolute_error: 0.8405, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.8677, run_cpu_time: 25.9,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9162, kappa: 0.8969, kb_relative_information_score: 904900.4445, mean_absolute_error: 0.0319, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9182, predictive_accuracy: 0.9216, prior_entropy: 2.8074, ram_hours: 0.0007, recall: 0.9216, relative_absolute_error: 0.1303, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1271, root_relative_squared_error: 0.3633, run_cpu_time: 4788.95,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9162, kappa: 0.8969, kb_relative_information_score: 904900.4445, mean_absolute_error: 0.0319, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9182, predictive_accuracy: 0.9216, prior_entropy: 2.8074, ram_hours: 0.0007, recall: 0.9216, relative_absolute_error: 0.1303, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1271, root_relative_squared_error: 0.3633, run_cpu_time: 4773.87,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9292, kappa: 0.9071, kb_relative_information_score: 918468.6934, mean_absolute_error: 0.0265, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9301, predictive_accuracy: 0.9287, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9287, relative_absolute_error: 0.1082, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.123, root_relative_squared_error: 0.3516, run_cpu_time: 34.72,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7409, f_measure: 0.4863, kappa: 0.428, kb_relative_information_score: 552723.5877, mean_absolute_error: 0.1184, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4546, predictive_accuracy: 0.5856, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5856, relative_absolute_error: 0.4835, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3441, root_relative_squared_error: 0.9834, run_cpu_time: 7.13,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.916, kappa: 0.8967, kb_relative_information_score: 904884.4258, mean_absolute_error: 0.0319, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9215, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9215, relative_absolute_error: 0.1303, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1272, root_relative_squared_error: 0.3634, run_cpu_time: 308.3,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9349, kappa: 0.9137, kb_relative_information_score: 924069.1998, mean_absolute_error: 0.025, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9366, predictive_accuracy: 0.9338, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9338, relative_absolute_error: 0.102, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1185, root_relative_squared_error: 0.3387, run_cpu_time: 30.47,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9861, f_measure: 0.8877, kappa: 0.8562, kb_relative_information_score: 858535.6084, mean_absolute_error: 0.0473, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8864, predictive_accuracy: 0.8899, prior_entropy: 2.8074, ram_hours: 0.001, recall: 0.8899, relative_absolute_error: 0.1933, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1546, root_relative_squared_error: 0.4419, run_cpu_time: 352.83,

    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(zoo,nominal,1000000) (1)
    target_feature type

    Expected outputs

    evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
    predictions The desired output format Predictions (optional)

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