Task
Supervised Data Stream Classification on vowel

Supervised Data Stream Classification on vowel

Task 2224 Supervised Data Stream Classification vowel 25 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.0175,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8533, f_measure: 0.3506, kappa: 0.3044, kb_relative_information_score: 405.4447, mean_absolute_error: 0.1304, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.4218, predictive_accuracy: 0.3677, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3677, relative_absolute_error: 0.7891, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2574, root_relative_squared_error: 0.8955, run_cpu_time: 0.2425,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.5644, kappa: 0.5222, kb_relative_information_score: 576.1867, mean_absolute_error: 0.0892, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.5807, predictive_accuracy: 0.5657, prior_entropy: 3.4594, recall: 0.5657, relative_absolute_error: 0.5394, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2427, root_relative_squared_error: 0.8441, run_cpu_time: 0.1,
Joaquin Vanschoren 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7755, f_measure: 0.2945, kappa: 0.2311, kb_relative_information_score: 319.8598, mean_absolute_error: 0.1366, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.3012, predictive_accuracy: 0.301, prior_entropy: 3.4594, recall: 0.301, relative_absolute_error: 0.8267, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.281, root_relative_squared_error: 0.9776, run_cpu_time: 0.05,
Joaquin Vanschoren 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.5644, kappa: 0.5222, kb_relative_information_score: 576.1867, mean_absolute_error: 0.0892, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.5807, predictive_accuracy: 0.5657, prior_entropy: 3.4594, recall: 0.5657, relative_absolute_error: 0.5394, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2427, root_relative_squared_error: 0.8441, run_cpu_time: 0.08,
Joaquin Vanschoren 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.5644, kappa: 0.5222, kb_relative_information_score: 576.1867, mean_absolute_error: 0.0892, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.5807, predictive_accuracy: 0.5657, prior_entropy: 3.4594, recall: 0.5657, relative_absolute_error: 0.5394, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2427, root_relative_squared_error: 0.8441, run_cpu_time: 0.11,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8941, f_measure: 0.5519, kappa: 0.5078, kb_relative_information_score: 564.8762, mean_absolute_error: 0.0914, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.5716, predictive_accuracy: 0.5525, prior_entropy: 3.4594, recall: 0.5525, relative_absolute_error: 0.5532, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2457, root_relative_squared_error: 0.8548, run_cpu_time: 0.13,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.15,
Joaquin Vanschoren 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4506, f_measure: 0.001, kappa: -0.0989, kb_relative_information_score: -38.3102, mean_absolute_error: 0.1816, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.001, predictive_accuracy: 0.001, prior_entropy: 3.4594, recall: 0.001, relative_absolute_error: 1.0989, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4262, root_relative_squared_error: 1.4825, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.017, kb_relative_information_score: 54.2273, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0385, predictive_accuracy: 0.0909, prior_entropy: 3.4594, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4066, root_relative_squared_error: 1.4142, run_cpu_time: 0.03,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8533, f_measure: 0.3481, kappa: 0.3011, kb_relative_information_score: 405.0454, mean_absolute_error: 0.1305, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.4119, predictive_accuracy: 0.3646, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3646, relative_absolute_error: 0.7895, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2574, root_relative_squared_error: 0.8955, run_cpu_time: 4.27,
Joaquin Vanschoren 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4606, f_measure: 0.0085, kappa: -0.0789, kb_relative_information_score: -19.5948, mean_absolute_error: 0.1783, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0074, predictive_accuracy: 0.0192, prior_entropy: 3.4594, recall: 0.0192, relative_absolute_error: 1.0789, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4223, root_relative_squared_error: 1.4689, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9131, f_measure: 0.5853, kappa: 0.5433, kb_relative_information_score: 591.912, mean_absolute_error: 0.0933, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.6037, predictive_accuracy: 0.5848, prior_entropy: 3.4594, recall: 0.5848, relative_absolute_error: 0.5647, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2289, root_relative_squared_error: 0.7963, run_cpu_time: 0.72,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54.2273, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4066, root_relative_squared_error: 1.4142, run_cpu_time: 0.04,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.06,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9278, f_measure: 0.6554, kappa: 0.6189, kb_relative_information_score: 614.0295, mean_absolute_error: 0.0975, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.6628, predictive_accuracy: 0.6535, prior_entropy: 3.4594, ram_hours: 0, recall: 0.6535, relative_absolute_error: 0.59, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.218, root_relative_squared_error: 0.7582, run_cpu_time: 0.3243,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.0179,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.0179,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9087, f_measure: 0.6041, kappa: 0.5622, kb_relative_information_score: 605.1626, mean_absolute_error: 0.0862, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.6219, predictive_accuracy: 0.602, prior_entropy: 3.4594, ram_hours: 0, recall: 0.602, relative_absolute_error: 0.5214, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2309, root_relative_squared_error: 0.8032, run_cpu_time: 0.4431,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9109, f_measure: 0.5666, kappa: 0.5233, kb_relative_information_score: 584.8987, mean_absolute_error: 0.0943, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.5849, predictive_accuracy: 0.5667, prior_entropy: 3.4594, ram_hours: 0, recall: 0.5667, relative_absolute_error: 0.5706, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2314, root_relative_squared_error: 0.8048, run_cpu_time: 0.2381,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.1055, f_measure: 0.0152, kb_relative_information_score: -0.302, mean_absolute_error: 0.1657, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1.0022, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2886, root_relative_squared_error: 1.0039, run_cpu_time: 0.015,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 0.02,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9262, f_measure: 0.6252, kappa: 0.5856, kb_relative_information_score: 608.3555, mean_absolute_error: 0.0987, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.6351, predictive_accuracy: 0.6232, prior_entropy: 3.4594, ram_hours: 0, recall: 0.6232, relative_absolute_error: 0.5972, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.221, root_relative_squared_error: 0.7688, run_cpu_time: 0.4,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54.2273, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4066, root_relative_squared_error: 1.4142, run_cpu_time: 0.1,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set vowel
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.1489, f_measure: 0.0146, kappa: -0.0167, kb_relative_information_score: -2.3497, mean_absolute_error: 0.167, mean_prior_absolute_error: 0.1653, number_of_instances: 990, precision: 0.0081, predictive_accuracy: 0.0758, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0758, relative_absolute_error: 1.0103, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2933, root_relative_squared_error: 1.0203, run_cpu_time: 0.08,

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    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 vowel (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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