Task
Supervised Data Stream Classification on BNG(audiology,5000,5)

Supervised Data Stream Classification on BNG(audiology,5000,5)

Task 7369 Supervised Data Stream Classification BNG(audiology,5000,5) 30 runs submitted
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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(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.7749, kappa: 0.7511, kb_relative_information_score: 204032.5124, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7693, predictive_accuracy: 0.7854, prior_entropy: 4.585, recall: 0.7854, 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 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.7749, kappa: 0.7511, kb_relative_information_score: 204032.5124, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7693, predictive_accuracy: 0.7854, prior_entropy: 4.585, recall: 0.7854, 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 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9573, f_measure: 0.7749, kappa: 0.7511, kb_relative_information_score: 204032.5124, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7693, predictive_accuracy: 0.7854, prior_entropy: 4.585, recall: 0.7854, 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 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.8105, kappa: 0.7858, kb_relative_information_score: 797572.7511, mean_absolute_error: 0.0292, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8089, predictive_accuracy: 0.8145, prior_entropy: 4.585, recall: 0.8145, relative_absolute_error: 0.3661, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1081, root_relative_squared_error: 0.541,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.8105, kappa: 0.7858, kb_relative_information_score: 797572.7511, mean_absolute_error: 0.0292, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8089, predictive_accuracy: 0.8145, prior_entropy: 4.585, recall: 0.8145, relative_absolute_error: 0.3661, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1081, root_relative_squared_error: 0.541,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9525, f_measure: 0.7339, kappa: 0.7151, kb_relative_information_score: 748940.3989, mean_absolute_error: 0.0316, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7266, predictive_accuracy: 0.7554, prior_entropy: 4.585, recall: 0.7554, relative_absolute_error: 0.3952, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1207, root_relative_squared_error: 0.6038,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.76, kappa: 0.7183, kb_relative_information_score: 778090.9807, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7775, predictive_accuracy: 0.7521, prior_entropy: 4.585, recall: 0.7521, relative_absolute_error: 0.3298, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6007,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9117, f_measure: 0.5831, kappa: 0.5866, kb_relative_information_score: 683215.9127, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6463, predictive_accuracy: 0.659, prior_entropy: 4.585, recall: 0.659, 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 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9226, f_measure: 0.6418, kappa: 0.6032, kb_relative_information_score: 664241.8591, mean_absolute_error: 0.0371, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6438, predictive_accuracy: 0.6596, prior_entropy: 4.585, recall: 0.6596, relative_absolute_error: 0.4651, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1451, root_relative_squared_error: 0.726,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9759, f_measure: 0.7599, kappa: 0.7181, kb_relative_information_score: 778823.8839, mean_absolute_error: 0.0262, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7774, predictive_accuracy: 0.7519, prior_entropy: 4.585, recall: 0.7519, relative_absolute_error: 0.3275, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1201, root_relative_squared_error: 0.6009,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.948, f_measure: 0.7206, kappa: 0.6878, kb_relative_information_score: 733722.9167, mean_absolute_error: 0.0304, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7215, predictive_accuracy: 0.7304, prior_entropy: 4.585, recall: 0.7304, relative_absolute_error: 0.3808, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1305, root_relative_squared_error: 0.653,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.8266, kappa: 0.8057, kb_relative_information_score: 831065.1105, mean_absolute_error: 0.022, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8231, predictive_accuracy: 0.8319, prior_entropy: 4.585, recall: 0.8319, relative_absolute_error: 0.276, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1008, root_relative_squared_error: 0.5045,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9112, f_measure: 0.5817, kappa: 0.585, kb_relative_information_score: 683230.443, mean_absolute_error: 0.0373, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6446, predictive_accuracy: 0.6577, prior_entropy: 4.585, recall: 0.6577, relative_absolute_error: 0.4674, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1392, root_relative_squared_error: 0.6964,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9651, f_measure: 0.7385, kappa: 0.7081, kb_relative_information_score: 743829.5712, mean_absolute_error: 0.0327, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.737, predictive_accuracy: 0.7486, prior_entropy: 4.585, recall: 0.7486, relative_absolute_error: 0.409, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1229, root_relative_squared_error: 0.6152,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9603, f_measure: 0.7685, kappa: 0.7484, kb_relative_information_score: 770132.1769, mean_absolute_error: 0.0308, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7628, predictive_accuracy: 0.7835, prior_entropy: 4.585, recall: 0.7835, relative_absolute_error: 0.3858, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1158, root_relative_squared_error: 0.5796,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7546, f_measure: 0.2739, kappa: 0.2204, kb_relative_information_score: 433932.5317, mean_absolute_error: 0.0636, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2236, predictive_accuracy: 0.3726, prior_entropy: 4.585, recall: 0.3726, relative_absolute_error: 0.7969, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1794, root_relative_squared_error: 0.8977,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9295, f_measure: 0.6282, kappa: 0.6074, kb_relative_information_score: 665802.0563, mean_absolute_error: 0.0394, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.612, predictive_accuracy: 0.6655, prior_entropy: 4.585, recall: 0.6655, 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 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.857, kappa: 0.8371, kb_relative_information_score: 872269.5379, mean_absolute_error: 0.0163, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.856, predictive_accuracy: 0.8586, prior_entropy: 4.585, recall: 0.8586, relative_absolute_error: 0.2036, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.0917, root_relative_squared_error: 0.459,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.0001, kb_relative_information_score: -7015.7514, 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 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.6865, kappa: 0.6463, kb_relative_information_score: 705094.2343, mean_absolute_error: 0.033, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6879, predictive_accuracy: 0.6954, prior_entropy: 4.585, recall: 0.6954, relative_absolute_error: 0.413, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1388, root_relative_squared_error: 0.6947,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.6865, kappa: 0.6463, kb_relative_information_score: 705094.2343, mean_absolute_error: 0.033, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6879, predictive_accuracy: 0.6954, prior_entropy: 4.585, recall: 0.6954, relative_absolute_error: 0.413, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1388, root_relative_squared_error: 0.6947,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
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 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8563, f_measure: 0.4529, kappa: 0.3856, kb_relative_information_score: 518393.158, mean_absolute_error: 0.0547, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.445, predictive_accuracy: 0.4804, prior_entropy: 4.585, recall: 0.4804, relative_absolute_error: 0.6843, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1668, root_relative_squared_error: 0.8349,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6213, f_measure: 0.2539, kappa: 0.2362, kb_relative_information_score: 399073.5094, mean_absolute_error: 0.0496, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.1861, predictive_accuracy: 0.4056, prior_entropy: 4.585, recall: 0.4056, relative_absolute_error: 0.6207, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2218, root_relative_squared_error: 1.1097,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9539, f_measure: 0.7915, kappa: 0.7604, kb_relative_information_score: 801986.9342, mean_absolute_error: 0.019, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7946, predictive_accuracy: 0.7922, prior_entropy: 4.585, recall: 0.7922, relative_absolute_error: 0.2381, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1215, root_relative_squared_error: 0.6081,

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    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(audiology,5000,5) (1)
    target_feature class

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    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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