Task
Supervised Data Stream Classification on BNG(mfeat-karhunen)

Supervised Data Stream Classification on BNG(mfeat-karhunen)

Task 2134 Supervised Data Stream Classification BNG(mfeat-karhunen) 46 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9966, f_measure: 0.9233, kappa: 0.9156, kb_relative_information_score: 832570.6715, mean_absolute_error: 0.0541, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9297, predictive_accuracy: 0.9241, prior_entropy: 3.3219, recall: 0.9241, relative_absolute_error: 0.3005, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1329, root_relative_squared_error: 0.4428,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9705, kappa: 0.9672, kb_relative_information_score: 970071.9253, mean_absolute_error: 0.0074, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9707, predictive_accuracy: 0.9704, prior_entropy: 3.3219, recall: 0.9704, relative_absolute_error: 0.0413, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0676, root_relative_squared_error: 0.2253,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.9505, kappa: 0.9451, kb_relative_information_score: 919796.8001, mean_absolute_error: 0.0252, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9507, predictive_accuracy: 0.9506, prior_entropy: 3.3219, recall: 0.9506, relative_absolute_error: 0.1399, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0997, root_relative_squared_error: 0.3325,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 58846.4939, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4142,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9705, kappa: 0.9672, kb_relative_information_score: 970117.5476, mean_absolute_error: 0.0074, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9707, predictive_accuracy: 0.9705, prior_entropy: 3.3219, recall: 0.9705, relative_absolute_error: 0.0412, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0676, root_relative_squared_error: 0.2253,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5775, f_measure: 0.1053, kappa: 0.0971, kb_relative_information_score: 150493.795, mean_absolute_error: 0.1638, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0941, predictive_accuracy: 0.1873, prior_entropy: 3.3219, recall: 0.1873, relative_absolute_error: 0.9099, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3957, root_relative_squared_error: 1.3191,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9647, kappa: 0.9608, kb_relative_information_score: 951330.4813, mean_absolute_error: 0.0152, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9647, predictive_accuracy: 0.9647, prior_entropy: 3.3219, recall: 0.9647, relative_absolute_error: 0.0844, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.077, root_relative_squared_error: 0.2568,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9662, kappa: 0.9625, kb_relative_information_score: 946310.1167, mean_absolute_error: 0.0174, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9663, predictive_accuracy: 0.9662, prior_entropy: 3.3219, recall: 0.9662, relative_absolute_error: 0.0967, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.077, root_relative_squared_error: 0.2565,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9897, f_measure: 0.902, kappa: 0.8911, kb_relative_information_score: 785359.0442, mean_absolute_error: 0.0665, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9024, predictive_accuracy: 0.902, prior_entropy: 3.3219, recall: 0.902, relative_absolute_error: 0.3693, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1502, root_relative_squared_error: 0.5007,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5502, f_measure: 0.1102, kappa: 0.1001, kb_relative_information_score: 152905.0085, mean_absolute_error: 0.162, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1015, predictive_accuracy: 0.1899, prior_entropy: 3.3219, recall: 0.1899, relative_absolute_error: 0.9001, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4025, root_relative_squared_error: 1.3415,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5508, f_measure: 0.112, kappa: 0.1006, kb_relative_information_score: 153470.6116, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1048, predictive_accuracy: 0.1904, prior_entropy: 3.3219, recall: 0.1904, relative_absolute_error: 0.8997, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4023, root_relative_squared_error: 1.3408,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.977, f_measure: 0.8439, kappa: 0.8269, kb_relative_information_score: 759866.2869, mean_absolute_error: 0.0687, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8443, predictive_accuracy: 0.8442, prior_entropy: 3.3219, recall: 0.8442, relative_absolute_error: 0.3818, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1641, root_relative_squared_error: 0.5469,
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(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9694, kappa: 0.966, kb_relative_information_score: 296095.3564, mean_absolute_error: 0.1604, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9695, predictive_accuracy: 0.9694, prior_entropy: 3.3219, recall: 0.9694, relative_absolute_error: 0.8913, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2718, root_relative_squared_error: 0.906,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6899, f_measure: 0.1313, kappa: 0.1016, kb_relative_information_score: 195661.3337, mean_absolute_error: 0.1683, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1905, predictive_accuracy: 0.1915, prior_entropy: 3.3219, recall: 0.1915, relative_absolute_error: 0.9349, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2906, root_relative_squared_error: 0.9685,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7321, f_measure: 0.2411, kappa: 0.1702, kb_relative_information_score: 287869.4191, mean_absolute_error: 0.1498, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.2361, predictive_accuracy: 0.2531, prior_entropy: 3.3219, recall: 0.2531, relative_absolute_error: 0.8321, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.313, root_relative_squared_error: 1.0433,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9763, f_measure: 0.8222, kappa: 0.803, kb_relative_information_score: 737162.8308, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8234, predictive_accuracy: 0.8227, prior_entropy: 3.3219, recall: 0.8227, relative_absolute_error: 0.411, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1699, root_relative_squared_error: 0.5663,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.978, f_measure: 0.9029, kappa: 0.8923, kb_relative_information_score: 906624.6416, mean_absolute_error: 0.0233, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.905, predictive_accuracy: 0.9031, prior_entropy: 3.3219, recall: 0.9031, relative_absolute_error: 0.1296, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1273, root_relative_squared_error: 0.4242,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9702, kappa: 0.9668, kb_relative_information_score: 955010.2799, mean_absolute_error: 0.0138, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9704, predictive_accuracy: 0.9701, prior_entropy: 3.3219, recall: 0.9701, relative_absolute_error: 0.0764, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0731, root_relative_squared_error: 0.2437,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8513, f_measure: 0.6384, kappa: 0.5893, kb_relative_information_score: 580758.7997, mean_absolute_error: 0.0882, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6673, predictive_accuracy: 0.6304, prior_entropy: 3.3219, recall: 0.6304, relative_absolute_error: 0.4898, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2452, root_relative_squared_error: 0.8172,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6904, f_measure: 0.0825, kappa: 0.1032, kb_relative_information_score: 186249.1755, mean_absolute_error: 0.1692, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1191, predictive_accuracy: 0.193, prior_entropy: 3.3219, recall: 0.193, relative_absolute_error: 0.9402, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2909, root_relative_squared_error: 0.9698,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9736, kappa: 0.9707, kb_relative_information_score: 971912.0034, mean_absolute_error: 0.007, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9737, predictive_accuracy: 0.9736, prior_entropy: 3.3219, recall: 0.9736, relative_absolute_error: 0.0391, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0635, root_relative_squared_error: 0.2115,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8251, f_measure: 0.6534, kappa: 0.6155, kb_relative_information_score: 647430.6313, mean_absolute_error: 0.0708, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6548, predictive_accuracy: 0.6539, prior_entropy: 3.3219, recall: 0.6539, relative_absolute_error: 0.3936, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2487, root_relative_squared_error: 0.8291,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9788, kappa: 0.9764, kb_relative_information_score: 972424.4158, mean_absolute_error: 0.0084, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9788, predictive_accuracy: 0.9787, prior_entropy: 3.3219, ram_hours: 0.0049, recall: 0.9787, relative_absolute_error: 0.0465, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0586, root_relative_squared_error: 0.1954, run_cpu_time: 1119.6564,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.9425, kappa: 0.9361, kb_relative_information_score: 296092.7843, mean_absolute_error: 0.1604, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9426, predictive_accuracy: 0.9425, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9425, relative_absolute_error: 0.8911, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2724, root_relative_squared_error: 0.9081, run_cpu_time: 27.5269,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9971, f_measure: 0.9708, kappa: 0.9675, kb_relative_information_score: 969993.69, mean_absolute_error: 0.0072, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9708, predictive_accuracy: 0.9707, prior_entropy: 3.3219, ram_hours: 0.0001, recall: 0.9707, relative_absolute_error: 0.0399, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0685, root_relative_squared_error: 0.2282, run_cpu_time: 133.6503,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5935, f_measure: 0.2429, kappa: 0.1869, kb_relative_information_score: 234621.3402, mean_absolute_error: 0.1464, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.2444, predictive_accuracy: 0.2682, prior_entropy: 3.3219, ram_hours: 0, recall: 0.2682, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3825, root_relative_squared_error: 1.2749, run_cpu_time: 26.23,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9553, kappa: 0.9503, kb_relative_information_score: 954525.8934, mean_absolute_error: 0.0104, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9555, predictive_accuracy: 0.9552, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9552, relative_absolute_error: 0.058, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0847, root_relative_squared_error: 0.2824, run_cpu_time: 324.48,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.55, f_measure: 0.1102, kappa: 0.1001, kb_relative_information_score: 152829.7654, mean_absolute_error: 0.162, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1015, predictive_accuracy: 0.1899, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1899, relative_absolute_error: 0.9001, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4025, root_relative_squared_error: 1.3417, run_cpu_time: 13.9418,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9018, kappa: 0.8923, kb_relative_information_score: 827176.523, mean_absolute_error: 0.0541, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9121, predictive_accuracy: 0.9031, prior_entropy: 3.3219, ram_hours: 0.0001, recall: 0.9031, relative_absolute_error: 0.3005, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1391, root_relative_squared_error: 0.4637, run_cpu_time: 917.5482,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9597, kappa: 0.955, kb_relative_information_score: 925954.2961, mean_absolute_error: 0.0241, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.96, predictive_accuracy: 0.9595, prior_entropy: 3.3219, ram_hours: 0.0006, recall: 0.9595, relative_absolute_error: 0.1338, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0893, root_relative_squared_error: 0.2975, run_cpu_time: 1750.9887,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9705, kappa: 0.9672, kb_relative_information_score: 970130.8632, mean_absolute_error: 0.0074, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9707, predictive_accuracy: 0.9705, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9705, relative_absolute_error: 0.0411, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0676, root_relative_squared_error: 0.2253, run_cpu_time: 115.8,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9036, kappa: 0.8943, kb_relative_information_score: 827346.1386, mean_absolute_error: 0.0541, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.913, predictive_accuracy: 0.9048, prior_entropy: 3.3219, ram_hours: 0.0047, recall: 0.9048, relative_absolute_error: 0.3005, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1389, root_relative_squared_error: 0.4631, run_cpu_time: 18841.0751,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9731, kappa: 0.97, kb_relative_information_score: 962209.3043, mean_absolute_error: 0.0118, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9732, predictive_accuracy: 0.973, prior_entropy: 3.3219, ram_hours: 0.0009, recall: 0.973, relative_absolute_error: 0.0653, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0667, root_relative_squared_error: 0.2225, run_cpu_time: 1237.7544,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9787, kappa: 0.9763, kb_relative_information_score: 919944.5197, mean_absolute_error: 0.0297, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9788, predictive_accuracy: 0.9787, prior_entropy: 3.3219, ram_hours: 0.0072, recall: 0.9787, relative_absolute_error: 0.1649, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0825, root_relative_squared_error: 0.275, run_cpu_time: 1521.89,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9615, kappa: 0.9571, kb_relative_information_score: 961185.6091, mean_absolute_error: 0.0093, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.962, predictive_accuracy: 0.9614, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9614, relative_absolute_error: 0.0518, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0773, root_relative_squared_error: 0.2578, run_cpu_time: 174.07,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 58794.996, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0.0053, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4242, root_relative_squared_error: 1.4138, run_cpu_time: 62.1716,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8251, f_measure: 0.6534, kappa: 0.6155, kb_relative_information_score: 647430.6313, mean_absolute_error: 0.0708, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6548, predictive_accuracy: 0.6539, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6539, relative_absolute_error: 0.3936, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2487, root_relative_squared_error: 0.8291, run_cpu_time: 25.1583,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.0394, kappa: -0.0005, kb_relative_information_score: 884.6202, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0498, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3, root_relative_squared_error: 1, run_cpu_time: 19.0655,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9435, f_measure: 0.6784, kappa: 0.642, kb_relative_information_score: 645222.009, mean_absolute_error: 0.0878, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6798, predictive_accuracy: 0.6778, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6778, relative_absolute_error: 0.4877, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2108, root_relative_squared_error: 0.7027, run_cpu_time: 63.05,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9741, kappa: 0.9712, kb_relative_information_score: 876452.4001, mean_absolute_error: 0.0446, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9741, predictive_accuracy: 0.974, prior_entropy: 3.3219, ram_hours: 0.0328, recall: 0.974, relative_absolute_error: 0.2476, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1059, root_relative_squared_error: 0.3529, run_cpu_time: 1480.8146,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5503, f_measure: 0.112, kappa: 0.1005, kb_relative_information_score: 153250.1599, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1048, predictive_accuracy: 0.1903, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1903, relative_absolute_error: 0.8997, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4024, root_relative_squared_error: 1.3414, run_cpu_time: 15.8075,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 58846.4939, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0.1173, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4142, run_cpu_time: 502.5959,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9971, f_measure: 0.9708, kappa: 0.9675, kb_relative_information_score: 969993.69, mean_absolute_error: 0.0072, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9708, predictive_accuracy: 0.9707, prior_entropy: 3.3219, ram_hours: 0.0001, recall: 0.9707, relative_absolute_error: 0.0399, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0685, root_relative_squared_error: 0.2282, run_cpu_time: 122.771,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 58846.4939, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4142, run_cpu_time: 17.5159,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.0999, kappa: -0.0002, kb_relative_information_score: 58665.5779, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0999, predictive_accuracy: 0.0999, prior_entropy: 3.3219, ram_hours: 0, recall: 0.0999, relative_absolute_error: 1.0002, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4143, run_cpu_time: 12.8503,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-karhunen)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.866, f_measure: 0.6442, kappa: 0.5989, kb_relative_information_score: 590781.6762, mean_absolute_error: 0.0905, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6556, predictive_accuracy: 0.639, prior_entropy: 3.3219, ram_hours: 0, recall: 0.639, relative_absolute_error: 0.503, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2353, root_relative_squared_error: 0.7843, run_cpu_time: 16.4476,

    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(mfeat-karhunen) (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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