Task
Supervised Data Stream Classification on audiology

Supervised Data Stream Classification on audiology

Task 2175 Supervised Data Stream Classification audiology 24 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7957, f_measure: 0.5715, kappa: 0.4733, kb_relative_information_score: 124.1947, mean_absolute_error: 0.0499, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.6452, predictive_accuracy: 0.5354, prior_entropy: 4.585, recall: 0.5354, relative_absolute_error: 0.6244, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1685, root_relative_squared_error: 0.8433, run_cpu_time: 0.41,
Joaquin Vanschoren 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8474, f_measure: 0.3971, kappa: 0.3352, kb_relative_information_score: 128.5765, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.4705, predictive_accuracy: 0.4646, prior_entropy: 4.585, recall: 0.4646, relative_absolute_error: 0.6356, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1692, root_relative_squared_error: 0.8469, run_cpu_time: 0.07,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8249, f_measure: 0.6054, kappa: 0.5321, kb_relative_information_score: 132.259, mean_absolute_error: 0.0436, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.6452, predictive_accuracy: 0.6018, prior_entropy: 4.585, recall: 0.6018, relative_absolute_error: 0.5454, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1636, root_relative_squared_error: 0.8188, run_cpu_time: 0.5,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6101, f_measure: 0.3241, kappa: 0.2131, kb_relative_information_score: 70.9511, mean_absolute_error: 0.0564, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.3252, predictive_accuracy: 0.323, prior_entropy: 4.585, recall: 0.323, relative_absolute_error: 0.7064, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2375, root_relative_squared_error: 1.1886, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, kb_relative_information_score: -2.0131, mean_absolute_error: 0.083, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1.0389, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.288, root_relative_squared_error: 1.4414, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, kb_relative_information_score: -2.0131, mean_absolute_error: 0.083, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1.0389, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.288, root_relative_squared_error: 1.4414, run_cpu_time: 0.04,
Joaquin Vanschoren 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8424, f_measure: 0.5198, kappa: 0.4025, kb_relative_information_score: 120.2327, mean_absolute_error: 0.0475, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.67, predictive_accuracy: 0.4602, prior_entropy: 4.585, recall: 0.4602, relative_absolute_error: 0.595, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1794, root_relative_squared_error: 0.8977, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8461, f_measure: 0.6023, kappa: 0.5255, kb_relative_information_score: 135.6187, mean_absolute_error: 0.046, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.6498, predictive_accuracy: 0.5841, prior_entropy: 4.585, recall: 0.5841, relative_absolute_error: 0.5761, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.7803, run_cpu_time: 0.58,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8461, f_measure: 0.6023, kappa: 0.5255, kb_relative_information_score: 135.6187, mean_absolute_error: 0.046, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.6498, predictive_accuracy: 0.5841, prior_entropy: 4.585, recall: 0.5841, relative_absolute_error: 0.5761, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.7803, run_cpu_time: 0.4,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5925, f_measure: 0.1814, kappa: 0.0832, kb_relative_information_score: 83.8204, mean_absolute_error: 0.067, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.1863, predictive_accuracy: 0.2611, prior_entropy: 4.585, recall: 0.2611, relative_absolute_error: 0.8389, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1892, root_relative_squared_error: 0.9469, run_cpu_time: 0.02,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, kb_relative_information_score: -2.0131, mean_absolute_error: 0.083, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, ram_hours: 0, recall: 0.0044, relative_absolute_error: 1.0389, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.288, root_relative_squared_error: 1.4414, run_cpu_time: 0.04,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7892, f_measure: 0.5994, kappa: 0.4994, kb_relative_information_score: 122.0682, mean_absolute_error: 0.0517, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.6645, predictive_accuracy: 0.5575, prior_entropy: 4.585, ram_hours: 0, recall: 0.5575, relative_absolute_error: 0.6479, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1691, root_relative_squared_error: 0.8462, run_cpu_time: 0.31,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, ram_hours: 0, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.012,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4579, f_measure: 0.1002, kappa: -0.0044, kb_relative_information_score: 74.3265, mean_absolute_error: 0.0706, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.0628, predictive_accuracy: 0.2478, prior_entropy: 4.585, ram_hours: 0, recall: 0.2478, relative_absolute_error: 0.8838, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1922, root_relative_squared_error: 0.9618, run_cpu_time: 0.0101,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4579, f_measure: 0.1002, kappa: -0.0044, kb_relative_information_score: 74.3265, mean_absolute_error: 0.0706, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.0628, predictive_accuracy: 0.2478, prior_entropy: 4.585, ram_hours: 0, recall: 0.2478, relative_absolute_error: 0.8838, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1922, root_relative_squared_error: 0.9618, run_cpu_time: 0.0185,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0, mean_absolute_error: 0.0799, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0, predictive_accuracy: 0.0044, prior_entropy: 4.585, ram_hours: 0, recall: 0.0044, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1998, root_relative_squared_error: 1, run_cpu_time: 0.0119,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8478, f_measure: 0.3935, kappa: 0.3359, kb_relative_information_score: 128.5551, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.4735, predictive_accuracy: 0.4646, prior_entropy: 4.585, ram_hours: 0, recall: 0.4646, relative_absolute_error: 0.6356, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1692, root_relative_squared_error: 0.8467, run_cpu_time: 0.7518,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8185, f_measure: 0.4513, kappa: 0.3528, kb_relative_information_score: 113.3947, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.5881, predictive_accuracy: 0.4248, prior_entropy: 4.585, ram_hours: 0, recall: 0.4248, relative_absolute_error: 0.6382, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1828, root_relative_squared_error: 0.915, run_cpu_time: 0.0314,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8185, f_measure: 0.4513, kappa: 0.3528, kb_relative_information_score: 113.3947, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.5881, predictive_accuracy: 0.4248, prior_entropy: 4.585, ram_hours: 0, recall: 0.4248, relative_absolute_error: 0.6382, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.1828, root_relative_squared_error: 0.915, run_cpu_time: 0.03,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set audiology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6507, f_measure: 0.367, kappa: 0.2432, kb_relative_information_score: 72.5984, mean_absolute_error: 0.0609, mean_prior_absolute_error: 0.0799, number_of_instances: 226, precision: 0.5841, predictive_accuracy: 0.292, prior_entropy: 4.585, ram_hours: 0, recall: 0.292, relative_absolute_error: 0.7632, root_mean_prior_squared_error: 0.1998, root_mean_squared_error: 0.2283, root_relative_squared_error: 1.1423, run_cpu_time: 0.03,

    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 audiology (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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