Task
Supervised Data Stream Classification on BNG(audiology,1000,10)

Supervised Data Stream Classification on BNG(audiology,1000,10)

Task 7367 Supervised Data Stream Classification BNG(audiology,1000,10) 28 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.7687, kappa: 0.7504, kb_relative_information_score: 780927.7706, mean_absolute_error: 0.0301, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7758, predictive_accuracy: 0.7861, prior_entropy: 4.585, recall: 0.7861, relative_absolute_error: 0.377, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1159, root_relative_squared_error: 0.5798,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.5689, kappa: 0.5113, kb_relative_information_score: 601858.4963, mean_absolute_error: 0.0439, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5677, predictive_accuracy: 0.5826, prior_entropy: 4.585, recall: 0.5826, relative_absolute_error: 0.5493, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1553, root_relative_squared_error: 0.7771,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9232, f_measure: 0.6457, kappa: 0.6099, kb_relative_information_score: 650263.7417, mean_absolute_error: 0.0453, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6387, predictive_accuracy: 0.6682, prior_entropy: 4.585, recall: 0.6682, relative_absolute_error: 0.5667, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.143, root_relative_squared_error: 0.7155,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8742, f_measure: 0.5155, kappa: 0.4507, kb_relative_information_score: 550774.345, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5131, predictive_accuracy: 0.5358, prior_entropy: 4.585, recall: 0.5358, relative_absolute_error: 0.6407, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1606, root_relative_squared_error: 0.8037,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8768, f_measure: 0.5153, kappa: 0.4535, kb_relative_information_score: 539720.9879, mean_absolute_error: 0.0531, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5179, predictive_accuracy: 0.5414, prior_entropy: 4.585, recall: 0.5414, relative_absolute_error: 0.6651, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1602, root_relative_squared_error: 0.8018,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8428, f_measure: 0.4585, kappa: 0.384, kb_relative_information_score: 506839.7915, mean_absolute_error: 0.0523, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4557, predictive_accuracy: 0.4794, prior_entropy: 4.585, recall: 0.4794, relative_absolute_error: 0.6546, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1701, root_relative_squared_error: 0.851,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9896, f_measure: 0.8339, kappa: 0.8138, kb_relative_information_score: 850900.7718, mean_absolute_error: 0.0198, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8329, predictive_accuracy: 0.8394, prior_entropy: 4.585, recall: 0.8394, relative_absolute_error: 0.2478, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.0987, root_relative_squared_error: 0.4939,
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,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9451, f_measure: 0.7129, kappa: 0.6808, kb_relative_information_score: 201404.0723, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7074, predictive_accuracy: 0.7259, prior_entropy: 4.585, recall: 0.7259, relative_absolute_error: 0.9608, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1934, root_relative_squared_error: 0.9681,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.0001, kb_relative_information_score: -7120.177, 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: 0.2861, root_relative_squared_error: 1.4316,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8487, f_measure: 0.4571, kappa: 0.3772, kb_relative_information_score: 494592.2312, mean_absolute_error: 0.0535, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4543, predictive_accuracy: 0.4625, prior_entropy: 4.585, recall: 0.4625, relative_absolute_error: 0.6695, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1695, root_relative_squared_error: 0.8484,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8488, f_measure: 0.457, kappa: 0.3771, kb_relative_information_score: 495168.8082, mean_absolute_error: 0.0534, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4541, predictive_accuracy: 0.4624, prior_entropy: 4.585, recall: 0.4624, relative_absolute_error: 0.6684, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1695, root_relative_squared_error: 0.8485,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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.kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.5699, kappa: 0.5622, kb_relative_information_score: 642397.2573, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6415, predictive_accuracy: 0.6394, prior_entropy: 4.585, recall: 0.6394, relative_absolute_error: 0.5592, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1445, root_relative_squared_error: 0.7231,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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_J48(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9155, f_measure: 0.6275, kappa: 0.5913, kb_relative_information_score: 639777.5446, mean_absolute_error: 0.0444, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6157, predictive_accuracy: 0.6515, prior_entropy: 4.585, recall: 0.6515, relative_absolute_error: 0.5557, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1437, root_relative_squared_error: 0.7192,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7377, f_measure: 0.2599, kappa: 0.2137, kb_relative_information_score: 390767.9723, mean_absolute_error: 0.0653, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2332, predictive_accuracy: 0.3825, prior_entropy: 4.585, recall: 0.3825, relative_absolute_error: 0.8177, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1812, root_relative_squared_error: 0.9066,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6237, f_measure: 0.2494, kappa: 0.2222, kb_relative_information_score: 394263.9624, mean_absolute_error: 0.0506, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2277, predictive_accuracy: 0.394, prior_entropy: 4.585, recall: 0.394, relative_absolute_error: 0.6338, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2207, root_relative_squared_error: 1.1043,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8328, f_measure: 0.6024, kappa: 0.5295, kb_relative_information_score: 597237.35, mean_absolute_error: 0.0352, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6678, predictive_accuracy: 0.5914, prior_entropy: 4.585, recall: 0.5914, relative_absolute_error: 0.4403, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1755, root_relative_squared_error: 0.8781,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8428, f_measure: 0.4585, kappa: 0.384, kb_relative_information_score: 506839.7915, mean_absolute_error: 0.0523, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4557, predictive_accuracy: 0.4794, prior_entropy: 4.585, recall: 0.4794, relative_absolute_error: 0.6546, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1701, root_relative_squared_error: 0.851,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9856, f_measure: 0.8202, kappa: 0.8, kb_relative_information_score: 829733.7495, mean_absolute_error: 0.0229, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.819, predictive_accuracy: 0.8278, prior_entropy: 4.585, recall: 0.8278, relative_absolute_error: 0.2862, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1031, root_relative_squared_error: 0.5159,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9175, f_measure: 0.5721, kappa: 0.5643, kb_relative_information_score: 642089.5003, mean_absolute_error: 0.0447, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.6415, predictive_accuracy: 0.6409, prior_entropy: 4.585, recall: 0.6409, relative_absolute_error: 0.5598, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1445, root_relative_squared_error: 0.723,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8267, f_measure: 0.4352, kappa: 0.3604, kb_relative_information_score: 487094.152, mean_absolute_error: 0.0545, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4362, predictive_accuracy: 0.465, prior_entropy: 4.585, recall: 0.465, relative_absolute_error: 0.6822, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1717, root_relative_squared_error: 0.8593,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8661, f_measure: 0.4863, kappa: 0.4424, kb_relative_information_score: 537266.0005, mean_absolute_error: 0.0526, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4686, predictive_accuracy: 0.5331, prior_entropy: 4.585, recall: 0.5331, relative_absolute_error: 0.6582, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1604, root_relative_squared_error: 0.8025,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7154, f_measure: 0.2847, kappa: 0.1838, kb_relative_information_score: 366991.7135, mean_absolute_error: 0.0671, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2825, predictive_accuracy: 0.3304, prior_entropy: 4.585, recall: 0.3304, relative_absolute_error: 0.84, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1845, root_relative_squared_error: 0.9232,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,1000,10)
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,

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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,1000,10) (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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