Task
Supervised Data Stream Classification on BNG(audiology,5000,1)

Supervised Data Stream Classification on BNG(audiology,5000,1)

Task 7368 Supervised Data Stream Classification BNG(audiology,5000,1) 31 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,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9816, f_measure: 0.7929, kappa: 0.7782, kb_relative_information_score: 816990.5469, mean_absolute_error: 0.0239, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7909, predictive_accuracy: 0.8086, prior_entropy: 4.585, recall: 0.8086, relative_absolute_error: 0.2989, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1057, root_relative_squared_error: 0.5292,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9882, f_measure: 0.814, kappa: 0.7866, kb_relative_information_score: 836801.6403, mean_absolute_error: 0.0202, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8144, predictive_accuracy: 0.8145, prior_entropy: 4.585, recall: 0.8145, relative_absolute_error: 0.2527, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.104, root_relative_squared_error: 0.5206,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.963, f_measure: 0.7643, kappa: 0.7366, kb_relative_information_score: 785814.0367, mean_absolute_error: 0.0245, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7653, predictive_accuracy: 0.7732, prior_entropy: 4.585, recall: 0.7732, relative_absolute_error: 0.3072, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6004,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9833, f_measure: 0.7993, kappa: 0.7721, kb_relative_information_score: 816405.4107, mean_absolute_error: 0.0231, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7976, predictive_accuracy: 0.8023, prior_entropy: 4.585, recall: 0.8023, relative_absolute_error: 0.2888, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1071, root_relative_squared_error: 0.5358,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9401, f_measure: 0.7592, kappa: 0.7227, kb_relative_information_score: 771771.3983, mean_absolute_error: 0.0214, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7669, predictive_accuracy: 0.7595, prior_entropy: 4.585, recall: 0.7595, relative_absolute_error: 0.2684, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1308, root_relative_squared_error: 0.6545,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9401, f_measure: 0.7592, kappa: 0.7227, kb_relative_information_score: 771771.3983, mean_absolute_error: 0.0214, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7669, predictive_accuracy: 0.7595, prior_entropy: 4.585, recall: 0.7595, relative_absolute_error: 0.2684, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1308, root_relative_squared_error: 0.6545,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9874, f_measure: 0.8151, kappa: 0.7862, kb_relative_information_score: 839053.8942, mean_absolute_error: 0.0203, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8191, predictive_accuracy: 0.8138, prior_entropy: 4.585, recall: 0.8138, relative_absolute_error: 0.2548, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1048, root_relative_squared_error: 0.5242,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9874, f_measure: 0.8151, kappa: 0.7862, kb_relative_information_score: 839053.8942, mean_absolute_error: 0.0203, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8191, predictive_accuracy: 0.8138, prior_entropy: 4.585, recall: 0.8138, relative_absolute_error: 0.2548, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1048, root_relative_squared_error: 0.5242,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7523, f_measure: 0.2808, kappa: 0.2844, kb_relative_information_score: 453040.5696, mean_absolute_error: 0.0611, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2096, predictive_accuracy: 0.4419, prior_entropy: 4.585, recall: 0.4419, relative_absolute_error: 0.7645, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1759, root_relative_squared_error: 0.8801,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8987, f_measure: 0.5431, kappa: 0.5423, kb_relative_information_score: 666279.2616, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5657, predictive_accuracy: 0.6255, prior_entropy: 4.585, recall: 0.6255, relative_absolute_error: 0.4729, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.145, root_relative_squared_error: 0.7254,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8987, f_measure: 0.5431, kappa: 0.5423, kb_relative_information_score: 666279.2616, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5657, predictive_accuracy: 0.6255, prior_entropy: 4.585, recall: 0.6255, relative_absolute_error: 0.4729, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.145, root_relative_squared_error: 0.7254,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9418, f_measure: 0.6622, kappa: 0.645, kb_relative_information_score: 699137.9864, mean_absolute_error: 0.0353, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.647, predictive_accuracy: 0.6972, prior_entropy: 4.585, recall: 0.6972, relative_absolute_error: 0.4415, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1303, root_relative_squared_error: 0.6521,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6439, f_measure: 0.2808, kappa: 0.2844, kb_relative_information_score: 434410.3028, mean_absolute_error: 0.0465, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.2096, predictive_accuracy: 0.4419, prior_entropy: 4.585, recall: 0.4419, relative_absolute_error: 0.5824, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2156, root_relative_squared_error: 1.0791,
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,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9558, f_measure: 0.7596, kappa: 0.7318, kb_relative_information_score: 203642.9261, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7541, predictive_accuracy: 0.7684, prior_entropy: 4.585, recall: 0.7684, relative_absolute_error: 0.9602, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1934, root_relative_squared_error: 0.9678,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9615, f_measure: 0.7567, kappa: 0.7295, kb_relative_information_score: 778916.8568, mean_absolute_error: 0.0253, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7579, predictive_accuracy: 0.7674, prior_entropy: 4.585, recall: 0.7674, relative_absolute_error: 0.3163, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1214, root_relative_squared_error: 0.6074,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.86, f_measure: 0.4419, kappa: 0.3657, kb_relative_information_score: 527225.1597, mean_absolute_error: 0.056, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.4436, predictive_accuracy: 0.4644, prior_entropy: 4.585, recall: 0.4644, relative_absolute_error: 0.7016, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1672, root_relative_squared_error: 0.8369,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8982, f_measure: 0.5423, kappa: 0.5415, kb_relative_information_score: 666273.8807, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.5632, predictive_accuracy: 0.625, prior_entropy: 4.585, recall: 0.625, relative_absolute_error: 0.4728, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.145, root_relative_squared_error: 0.7255,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.963, f_measure: 0.7643, kappa: 0.7366, kb_relative_information_score: 785814.0367, mean_absolute_error: 0.0245, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7653, predictive_accuracy: 0.7732, prior_entropy: 4.585, recall: 0.7732, relative_absolute_error: 0.3072, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.12, root_relative_squared_error: 0.6004,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.0001, kb_relative_information_score: -6971.8638, 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: 0.2859, root_relative_squared_error: 1.431,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.7396, kappa: 0.7232, kb_relative_information_score: 765208.7712, mean_absolute_error: 0.0294, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7317, predictive_accuracy: 0.7621, prior_entropy: 4.585, recall: 0.7621, relative_absolute_error: 0.3681, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1174, root_relative_squared_error: 0.5873,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9878, f_measure: 0.8102, kappa: 0.789, kb_relative_information_score: 816731.6386, mean_absolute_error: 0.0265, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.8077, predictive_accuracy: 0.8181, prior_entropy: 4.585, recall: 0.8181, relative_absolute_error: 0.3317, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1042, root_relative_squared_error: 0.5217,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9637, f_measure: 0.7679, kappa: 0.7424, kb_relative_information_score: 786787.0432, mean_absolute_error: 0.0245, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7677, predictive_accuracy: 0.7782, prior_entropy: 4.585, recall: 0.7782, relative_absolute_error: 0.307, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.119, root_relative_squared_error: 0.5953,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9876, f_measure: 0.815, kappa: 0.7861, kb_relative_information_score: 840210.1814, mean_absolute_error: 0.0201, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.819, predictive_accuracy: 0.8136, prior_entropy: 4.585, recall: 0.8136, relative_absolute_error: 0.2514, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1048, root_relative_squared_error: 0.5244,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9648, f_measure: 0.7759, kappa: 0.7553, kb_relative_information_score: 790117.426, mean_absolute_error: 0.0277, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7711, predictive_accuracy: 0.7888, prior_entropy: 4.585, recall: 0.7888, relative_absolute_error: 0.3466, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1117, root_relative_squared_error: 0.5589,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
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 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(audiology,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9796, f_measure: 0.7844, kappa: 0.7619, kb_relative_information_score: 803200.5485, mean_absolute_error: 0.0251, mean_prior_absolute_error: 0.0799, number_of_instances: 1000000, precision: 0.7846, predictive_accuracy: 0.7952, prior_entropy: 4.585, recall: 0.7952, relative_absolute_error: 0.3145, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1098, root_relative_squared_error: 0.5494,

    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(audiology,5000,1) (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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