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Supervised Data Stream Classification on BNG(audiology,1000,1)

Supervised Data Stream Classification on BNG(audiology,1000,1)

Task 7365 Supervised Data Stream Classification BNG(audiology,1000,1) 37 runs submitted
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Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9876, f_measure: 0.8312, kappa: 0.8187, kb_relative_information_score: 842408.8498, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8316, predictive_accuracy: 0.8435, prior_entropy: 4.585, recall: 0.8435, relative_absolute_error: 0.2671, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.098, root_relative_squared_error: 0.4902,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.775, kappa: 0.7513, kb_relative_information_score: 204038.2849, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7694, predictive_accuracy: 0.7855, prior_entropy: 4.585, recall: 0.7855, relative_absolute_error: 0.9601, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1933, root_relative_squared_error: 0.9675,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.775, kappa: 0.7513, kb_relative_information_score: 204038.2849, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7694, predictive_accuracy: 0.7855, prior_entropy: 4.585, recall: 0.7855, relative_absolute_error: 0.9601, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1933, root_relative_squared_error: 0.9675,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.775, kappa: 0.7513, kb_relative_information_score: 204038.2849, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7694, predictive_accuracy: 0.7855, prior_entropy: 4.585, recall: 0.7855, relative_absolute_error: 0.9601, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1933, root_relative_squared_error: 0.9675,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9515, f_measure: 0.7244, kappa: 0.6902, kb_relative_information_score: 739766.1827, mean_absolute_error: 0.0292, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7241, predictive_accuracy: 0.7324, prior_entropy: 4.585, recall: 0.7324, relative_absolute_error: 0.3658, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1295, root_relative_squared_error: 0.6481,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9515, f_measure: 0.7244, kappa: 0.6902, kb_relative_information_score: 739766.1827, mean_absolute_error: 0.0292, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7241, predictive_accuracy: 0.7324, prior_entropy: 4.585, recall: 0.7324, relative_absolute_error: 0.3658, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1295, root_relative_squared_error: 0.6481,
Jan van Rijn 9 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.4502, kappa: 0.384, kb_relative_information_score: 521106.269, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4436, predictive_accuracy: 0.4777, prior_entropy: 4.585, recall: 0.4777, relative_absolute_error: 0.6813, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1668, root_relative_squared_error: 0.8348,
Jan van Rijn 9 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.4502, kappa: 0.384, kb_relative_information_score: 521106.269, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4436, predictive_accuracy: 0.4777, prior_entropy: 4.585, recall: 0.4777, relative_absolute_error: 0.6813, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1668, root_relative_squared_error: 0.8348,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9603, f_measure: 0.7693, kappa: 0.7492, kb_relative_information_score: 770304.5924, mean_absolute_error: 0.0308, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7636, predictive_accuracy: 0.7842, prior_entropy: 4.585, recall: 0.7842, relative_absolute_error: 0.3858, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1158, root_relative_squared_error: 0.5794,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9603, f_measure: 0.7693, kappa: 0.7492, kb_relative_information_score: 770304.5924, mean_absolute_error: 0.0308, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7636, predictive_accuracy: 0.7842, prior_entropy: 4.585, recall: 0.7842, relative_absolute_error: 0.3858, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1158, root_relative_squared_error: 0.5794,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.986, f_measure: 0.8273, kappa: 0.8065, kb_relative_information_score: 831330.2153, mean_absolute_error: 0.0221, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8238, predictive_accuracy: 0.8326, prior_entropy: 4.585, recall: 0.8326, relative_absolute_error: 0.2762, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.504,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.986, f_measure: 0.8273, kappa: 0.8065, kb_relative_information_score: 831330.2153, mean_absolute_error: 0.0221, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8238, predictive_accuracy: 0.8326, prior_entropy: 4.585, recall: 0.8326, relative_absolute_error: 0.2762, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.504,
Jan van Rijn 9 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9759, f_measure: 0.7603, kappa: 0.7187, kb_relative_information_score: 778338.8322, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7778, predictive_accuracy: 0.7524, prior_entropy: 4.585, recall: 0.7524, relative_absolute_error: 0.3294, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6004,
Jan van Rijn 9 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9759, f_measure: 0.7603, kappa: 0.7187, kb_relative_information_score: 778338.8322, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7778, predictive_accuracy: 0.7524, prior_entropy: 4.585, recall: 0.7524, relative_absolute_error: 0.3294, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6004,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9296, f_measure: 0.628, kappa: 0.607, kb_relative_information_score: 665776.7032, mean_absolute_error: 0.0394, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6116, predictive_accuracy: 0.6652, prior_entropy: 4.585, recall: 0.6652, relative_absolute_error: 0.4938, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1371, root_relative_squared_error: 0.6863,
Jan van Rijn 9 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.1311, kappa: -0.0004, kb_relative_information_score: 119441.6379, mean_absolute_error: 0.0724, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.1311, predictive_accuracy: 0.1311, prior_entropy: 4.585, recall: 0.1311, relative_absolute_error: 0.9067, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2691, root_relative_squared_error: 1.3466,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9117, f_measure: 0.5833, kappa: 0.5868, kb_relative_information_score: 683256.4024, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6465, predictive_accuracy: 0.6591, prior_entropy: 4.585, recall: 0.6591, relative_absolute_error: 0.4675, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1391, root_relative_squared_error: 0.6962,
Jan van Rijn 9 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9403, f_measure: 0.6884, kappa: 0.6469, kb_relative_information_score: 707043.6259, mean_absolute_error: 0.0326, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6908, predictive_accuracy: 0.6948, prior_entropy: 4.585, recall: 0.6948, relative_absolute_error: 0.408, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1381, root_relative_squared_error: 0.6913,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6212, f_measure: 0.2538, kappa: 0.2361, kb_relative_information_score: 399000.2351, mean_absolute_error: 0.0496, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.186, predictive_accuracy: 0.4055, prior_entropy: 4.585, recall: 0.4055, relative_absolute_error: 0.6207, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2218, root_relative_squared_error: 1.1099,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0001, kb_relative_information_score: -7183.6846, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2878, root_relative_squared_error: 1.4402,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9198, f_measure: 0.6377, kappa: 0.5968, kb_relative_information_score: 660073.3552, mean_absolute_error: 0.0371, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6411, predictive_accuracy: 0.6536, prior_entropy: 4.585, recall: 0.6536, relative_absolute_error: 0.4648, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1466, root_relative_squared_error: 0.7335,
Jan van Rijn 9 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9581, f_measure: 0.7971, kappa: 0.7685, kb_relative_information_score: 809508.4882, mean_absolute_error: 0.0184, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7989, predictive_accuracy: 0.7993, prior_entropy: 4.585, recall: 0.7993, relative_absolute_error: 0.2308, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1195, root_relative_squared_error: 0.5981,
Jan van Rijn 9 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9112, f_measure: 0.5819, kappa: 0.5852, kb_relative_information_score: 683262.1159, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6452, predictive_accuracy: 0.6578, prior_entropy: 4.585, recall: 0.6578, relative_absolute_error: 0.4675, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1391, root_relative_squared_error: 0.6963,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9403, f_measure: 0.6884, kappa: 0.6469, kb_relative_information_score: 707043.6259, mean_absolute_error: 0.0326, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6908, predictive_accuracy: 0.6948, prior_entropy: 4.585, recall: 0.6948, relative_absolute_error: 0.408, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1381, root_relative_squared_error: 0.6913,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0001, kb_relative_information_score: -7183.6846, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2878, root_relative_squared_error: 1.4402,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9525, f_measure: 0.7338, kappa: 0.7151, kb_relative_information_score: 748806.0219, mean_absolute_error: 0.0316, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7264, predictive_accuracy: 0.7554, prior_entropy: 4.585, recall: 0.7554, relative_absolute_error: 0.3954, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1207, root_relative_squared_error: 0.604,
Jan van Rijn 9 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4985, f_measure: 0.0939, kappa: -0, kb_relative_information_score: 302698.7312, mean_absolute_error: 0.0724, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.0754, predictive_accuracy: 0.2414, prior_entropy: 4.585, recall: 0.2414, relative_absolute_error: 0.9063, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1902, root_relative_squared_error: 0.952,
Jan van Rijn 9 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9844, f_measure: 0.8069, kappa: 0.7815, kb_relative_information_score: 797340.4451, mean_absolute_error: 0.0291, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8052, predictive_accuracy: 0.8108, prior_entropy: 4.585, recall: 0.8108, relative_absolute_error: 0.3646, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1086, root_relative_squared_error: 0.5436,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7545, f_measure: 0.2737, kappa: 0.2202, kb_relative_information_score: 433910.4381, mean_absolute_error: 0.0637, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2236, predictive_accuracy: 0.3725, prior_entropy: 4.585, recall: 0.3725, relative_absolute_error: 0.7971, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1794, root_relative_squared_error: 0.8978,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7545, f_measure: 0.2737, kappa: 0.2202, kb_relative_information_score: 433910.4381, mean_absolute_error: 0.0637, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2236, predictive_accuracy: 0.3725, prior_entropy: 4.585, recall: 0.3725, relative_absolute_error: 0.7971, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1794, root_relative_squared_error: 0.8978,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0001, kb_relative_information_score: -7183.6846, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2878, root_relative_squared_error: 1.4402,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.0001, kb_relative_information_score: -7015.9249, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.286, root_relative_squared_error: 1.4313,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.8567, kappa: 0.8368, kb_relative_information_score: 872037.7362, mean_absolute_error: 0.0163, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8556, predictive_accuracy: 0.8584, prior_entropy: 4.585, recall: 0.8584, relative_absolute_error: 0.2039, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.0918, root_relative_squared_error: 0.4595,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9647, f_measure: 0.739, kappa: 0.7085, kb_relative_information_score: 745135.0144, mean_absolute_error: 0.0324, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7374, predictive_accuracy: 0.7488, prior_entropy: 4.585, recall: 0.7488, relative_absolute_error: 0.4054, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1227, root_relative_squared_error: 0.614,
Jan van Rijn 9 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0001, kb_relative_information_score: -7183.6846, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2878, root_relative_squared_error: 1.4402,
Jan van Rijn 9 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0001, kb_relative_information_score: -7183.6846, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0, predictive_accuracy: 0.0061, prior_entropy: 4.585, recall: 0.0061, relative_absolute_error: 1.0371, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2878, root_relative_squared_error: 1.4402,
Jan van Rijn 9 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.976, f_measure: 0.7602, kappa: 0.7185, kb_relative_information_score: 779076.707, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7776, predictive_accuracy: 0.7522, prior_entropy: 4.585, recall: 0.7522, relative_absolute_error: 0.3271, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6007,

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    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(audiology,1000,1) (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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