Task
Supervised Data Stream Classification on BNG(audiology,5000,10)

Supervised Data Stream Classification on BNG(audiology,5000,10)

Task 7370 Supervised Data Stream Classification BNG(audiology,5000,10) 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,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9538, f_measure: 0.7577, kappa: 0.7314, kb_relative_information_score: 203562.2475, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7528, predictive_accuracy: 0.7687, prior_entropy: 4.585, recall: 0.7687, relative_absolute_error: 0.9602, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1934, root_relative_squared_error: 0.9676,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9526, f_measure: 0.739, kappa: 0.7149, kb_relative_information_score: 737343.1536, mean_absolute_error: 0.0352, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7345, predictive_accuracy: 0.7553, prior_entropy: 4.585, recall: 0.7553, relative_absolute_error: 0.4412, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1239, root_relative_squared_error: 0.6202,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9455, f_measure: 0.709, kappa: 0.6851, kb_relative_information_score: 719170.6758, mean_absolute_error: 0.0355, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7018, predictive_accuracy: 0.73, prior_entropy: 4.585, recall: 0.73, relative_absolute_error: 0.445, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1275, root_relative_squared_error: 0.6383,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.5955, kappa: 0.5971, kb_relative_information_score: 671127.8145, mean_absolute_error: 0.0407, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6723, predictive_accuracy: 0.6664, prior_entropy: 4.585, recall: 0.6664, relative_absolute_error: 0.5094, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1401, root_relative_squared_error: 0.701,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9072, f_measure: 0.5997, kappa: 0.5475, kb_relative_information_score: 619419.8096, mean_absolute_error: 0.042, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5992, predictive_accuracy: 0.6106, prior_entropy: 4.585, recall: 0.6106, relative_absolute_error: 0.5255, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1527, root_relative_squared_error: 0.764,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9368, f_measure: 0.6729, kappa: 0.6289, kb_relative_information_score: 691988.8983, mean_absolute_error: 0.0347, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6722, predictive_accuracy: 0.6796, prior_entropy: 4.585, recall: 0.6796, relative_absolute_error: 0.4339, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1399, root_relative_squared_error: 0.7,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9368, f_measure: 0.6729, kappa: 0.6289, kb_relative_information_score: 691988.8983, mean_absolute_error: 0.0347, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6722, predictive_accuracy: 0.6796, prior_entropy: 4.585, recall: 0.6796, relative_absolute_error: 0.4339, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1399, root_relative_squared_error: 0.7,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9736, f_measure: 0.7641, kappa: 0.7314, kb_relative_information_score: 749646.2261, mean_absolute_error: 0.0349, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7621, predictive_accuracy: 0.7679, prior_entropy: 4.585, recall: 0.7679, relative_absolute_error: 0.4373, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1206, root_relative_squared_error: 0.6033,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.6946, kappa: 0.6554, kb_relative_information_score: 696745.3029, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6931, predictive_accuracy: 0.7034, prior_entropy: 4.585, recall: 0.7034, relative_absolute_error: 0.4849, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1331, root_relative_squared_error: 0.666,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9865, f_measure: 0.8317, kappa: 0.8121, kb_relative_information_score: 836244.2655, mean_absolute_error: 0.0219, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8286, predictive_accuracy: 0.8378, prior_entropy: 4.585, recall: 0.8378, relative_absolute_error: 0.2737, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1, root_relative_squared_error: 0.5004,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9416, f_measure: 0.7705, kappa: 0.7371, kb_relative_information_score: 782166.6908, mean_absolute_error: 0.0207, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7775, predictive_accuracy: 0.7722, prior_entropy: 4.585, recall: 0.7722, relative_absolute_error: 0.2595, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1281, root_relative_squared_error: 0.6413,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9255, f_measure: 0.6479, kappa: 0.597, kb_relative_information_score: 664130.558, mean_absolute_error: 0.0375, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6494, predictive_accuracy: 0.6514, prior_entropy: 4.585, recall: 0.6514, relative_absolute_error: 0.47, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.7282,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8185, f_measure: 0.3982, kappa: 0.3202, kb_relative_information_score: 470372.2302, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.3919, predictive_accuracy: 0.4263, prior_entropy: 4.585, recall: 0.4263, relative_absolute_error: 0.7396, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1736, root_relative_squared_error: 0.8689,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.6946, kappa: 0.6554, kb_relative_information_score: 696745.3029, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6931, predictive_accuracy: 0.7034, prior_entropy: 4.585, recall: 0.7034, relative_absolute_error: 0.4849, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1331, root_relative_squared_error: 0.666,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9158, f_measure: 0.5935, kappa: 0.5949, kb_relative_information_score: 671332.3357, mean_absolute_error: 0.0406, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6716, predictive_accuracy: 0.6648, prior_entropy: 4.585, recall: 0.6648, relative_absolute_error: 0.5089, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1401, root_relative_squared_error: 0.7011,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9865, f_measure: 0.8317, kappa: 0.8121, kb_relative_information_score: 836244.2655, mean_absolute_error: 0.0219, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8286, predictive_accuracy: 0.8378, prior_entropy: 4.585, recall: 0.8378, relative_absolute_error: 0.2737, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1, root_relative_squared_error: 0.5004,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9255, f_measure: 0.6479, kappa: 0.597, kb_relative_information_score: 664130.558, mean_absolute_error: 0.0375, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6494, predictive_accuracy: 0.6514, prior_entropy: 4.585, recall: 0.6514, relative_absolute_error: 0.47, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.7282,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.958, f_measure: 0.6885, kappa: 0.6332, kb_relative_information_score: 706411.13, mean_absolute_error: 0.0336, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7131, predictive_accuracy: 0.6758, prior_entropy: 4.585, recall: 0.6758, relative_absolute_error: 0.4212, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.136, root_relative_squared_error: 0.6804,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9581, f_measure: 0.6884, kappa: 0.633, kb_relative_information_score: 706931.4304, mean_absolute_error: 0.0335, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.713, predictive_accuracy: 0.6757, prior_entropy: 4.585, recall: 0.6757, relative_absolute_error: 0.4196, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.136, root_relative_squared_error: 0.6806,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.8595, kappa: 0.8406, kb_relative_information_score: 873978.1906, mean_absolute_error: 0.0165, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.858, predictive_accuracy: 0.8619, prior_entropy: 4.585, recall: 0.8619, relative_absolute_error: 0.2064, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.0913, root_relative_squared_error: 0.4569,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.0001, kb_relative_information_score: -7043.4734, 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: 1.037, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.286, root_relative_squared_error: 1.4314,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
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.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7431, f_measure: 0.2507, kappa: 0.1963, kb_relative_information_score: 422081.7504, mean_absolute_error: 0.0647, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2139, predictive_accuracy: 0.3484, prior_entropy: 4.585, recall: 0.3484, relative_absolute_error: 0.8108, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1809, root_relative_squared_error: 0.9052,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6186, f_measure: 0.2491, kappa: 0.2272, kb_relative_information_score: 393826.9625, mean_absolute_error: 0.0501, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2142, predictive_accuracy: 0.3991, prior_entropy: 4.585, recall: 0.3991, relative_absolute_error: 0.6275, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2225, root_relative_squared_error: 1.1134,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.591, kappa: 0.5623, kb_relative_information_score: 631074.0939, mean_absolute_error: 0.0433, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5773, predictive_accuracy: 0.6271, prior_entropy: 4.585, recall: 0.6271, relative_absolute_error: 0.5423, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1443, root_relative_squared_error: 0.7222,

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    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,5000,10) (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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