Task
Supervised Data Stream Classification on breast-w

Supervised Data Stream Classification on breast-w

Task 2183 Supervised Data Stream Classification breast-w 25 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, ram_hours: 0, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.006,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9717, f_measure: 0.963, kappa: 0.9186, kb_relative_information_score: 633.5778, mean_absolute_error: 0.0488, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9638, predictive_accuracy: 0.9628, prior_entropy: 1, recall: 0.9628, relative_absolute_error: 0.0977, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1931, root_relative_squared_error: 0.3861, run_cpu_time: 0.09,
Joaquin Vanschoren 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, kb_relative_information_score: 217, mean_absolute_error: 0.3448, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 0.6896, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5872, root_relative_squared_error: 1.1744, run_cpu_time: 0.03,
Joaquin Vanschoren 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9339, f_measure: 0.9226, kappa: 0.8283, kb_relative_information_score: 546.7297, mean_absolute_error: 0.1192, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9225, predictive_accuracy: 0.9227, prior_entropy: 1, recall: 0.9227, relative_absolute_error: 0.2383, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2584, root_relative_squared_error: 0.5168, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5773, f_measure: 0.5174, kappa: -0.0057, kb_relative_information_score: 63.565, mean_absolute_error: 0.4639, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4287, predictive_accuracy: 0.6524, prior_entropy: 1, recall: 0.6524, relative_absolute_error: 0.9277, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4772, root_relative_squared_error: 0.9544, run_cpu_time: 0.03,
Joaquin Vanschoren 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7755, f_measure: 0.8002, kappa: 0.5559, kb_relative_information_score: 421, mean_absolute_error: 0.1989, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.7996, predictive_accuracy: 0.8011, prior_entropy: 1, recall: 0.8011, relative_absolute_error: 0.3977, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4459, root_relative_squared_error: 0.8919, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9587, kappa: 0.909, kb_relative_information_score: 641.285, mean_absolute_error: 0.0412, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9592, predictive_accuracy: 0.9585, prior_entropy: 1, recall: 0.9585, relative_absolute_error: 0.0824, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1996, root_relative_squared_error: 0.3992, run_cpu_time: 0.01,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9717, f_measure: 0.963, kappa: 0.9186, kb_relative_information_score: 633.5778, mean_absolute_error: 0.0488, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9638, predictive_accuracy: 0.9628, prior_entropy: 1, recall: 0.9628, relative_absolute_error: 0.0977, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1931, root_relative_squared_error: 0.3861, run_cpu_time: 0.11,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.01,
Joaquin Vanschoren 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9587, kappa: 0.909, kb_relative_information_score: 641.285, mean_absolute_error: 0.0412, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9592, predictive_accuracy: 0.9585, prior_entropy: 1, recall: 0.9585, relative_absolute_error: 0.0824, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1996, root_relative_squared_error: 0.3992, run_cpu_time: 0.03,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.2,
Joaquin Vanschoren 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9849, f_measure: 0.9584, kappa: 0.9077, kb_relative_information_score: 617.4745, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9584, predictive_accuracy: 0.9585, prior_entropy: 1, recall: 0.9585, relative_absolute_error: 0.126, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1804, root_relative_squared_error: 0.3608, run_cpu_time: 0.09,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9587, kappa: 0.909, kb_relative_information_score: 641.285, mean_absolute_error: 0.0412, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9592, predictive_accuracy: 0.9585, prior_entropy: 1, recall: 0.9585, relative_absolute_error: 0.0824, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1996, root_relative_squared_error: 0.3992, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, kb_relative_information_score: 217, mean_absolute_error: 0.3448, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 0.6896, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5872, root_relative_squared_error: 1.1744, run_cpu_time: 0.01,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9689, f_measure: 0.9573, kappa: 0.9059, kb_relative_information_score: 513.1901, mean_absolute_error: 0.1552, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9579, predictive_accuracy: 0.9571, prior_entropy: 1, recall: 0.9571, relative_absolute_error: 0.3104, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2241, root_relative_squared_error: 0.4481, run_cpu_time: 0.14,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9742, f_measure: 0.9616, kappa: 0.9154, kb_relative_information_score: 643.4518, mean_absolute_error: 0.0399, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9623, predictive_accuracy: 0.9614, prior_entropy: 1, recall: 0.9614, relative_absolute_error: 0.0798, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1971, root_relative_squared_error: 0.3942, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5159, f_measure: 0.248, kappa: 0.0225, kb_relative_information_score: -177, mean_absolute_error: 0.6266, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.6538, predictive_accuracy: 0.3734, prior_entropy: 1, recall: 0.3734, relative_absolute_error: 1.2532, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7916, root_relative_squared_error: 1.5832, run_cpu_time: 0.01,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1,
Joaquin Vanschoren 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5926, f_measure: 0.6322, kappa: 0.1854, kb_relative_information_score: 185, mean_absolute_error: 0.3677, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.632, predictive_accuracy: 0.6323, prior_entropy: 1, recall: 0.6323, relative_absolute_error: 0.7353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6064, root_relative_squared_error: 1.2127, run_cpu_time: 0.01,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9849, f_measure: 0.957, kappa: 0.9046, kb_relative_information_score: 617.4457, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.957, predictive_accuracy: 0.9571, prior_entropy: 1, recall: 0.9571, relative_absolute_error: 0.1261, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1804, root_relative_squared_error: 0.3608, run_cpu_time: 1.27,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9716, f_measure: 0.9531, kappa: 0.8968, kb_relative_information_score: 626.6003, mean_absolute_error: 0.053, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9541, predictive_accuracy: 0.9528, prior_entropy: 1, recall: 0.9528, relative_absolute_error: 0.106, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2089, root_relative_squared_error: 0.4178, run_cpu_time: 0.35,
Joaquin Vanschoren 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5773, f_measure: 0.5174, kappa: -0.0057, kb_relative_information_score: 63.565, mean_absolute_error: 0.4639, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4287, predictive_accuracy: 0.6524, prior_entropy: 1, recall: 0.6524, relative_absolute_error: 0.9277, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4772, root_relative_squared_error: 0.9544, 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 breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9634, f_measure: 0.9573, kappa: 0.9061, kb_relative_information_score: 409.8087, mean_absolute_error: 0.2388, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.9582, predictive_accuracy: 0.9571, prior_entropy: 1, ram_hours: 0, recall: 0.9571, relative_absolute_error: 0.4775, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2806, root_relative_squared_error: 0.5611, run_cpu_time: 0.039,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set breast-w
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5187, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 699, precision: 0.4293, predictive_accuracy: 0.6552, prior_entropy: 1, ram_hours: 0, recall: 0.6552, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.01,

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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 breast-w (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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