Task
Supervised Data Stream Classification on labor

Supervised Data Stream Classification on labor

Task 2172 Supervised Data Stream Classification labor 24 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7703, f_measure: 0.5948, kappa: 0.1159, kb_relative_information_score: 18.5602, mean_absolute_error: 0.3419, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.6474, predictive_accuracy: 0.6667, prior_entropy: 1, recall: 0.6667, relative_absolute_error: 0.6838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.486, root_relative_squared_error: 0.972, run_cpu_time: 0.07,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, recall: 0.3509, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5757, f_measure: 0.602, kappa: 0.1437, kb_relative_information_score: 8.4582, mean_absolute_error: 0.431, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.6108, predictive_accuracy: 0.5965, prior_entropy: 1, recall: 0.5965, relative_absolute_error: 0.862, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6084, root_relative_squared_error: 1.2168, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5757, f_measure: 0.602, kappa: 0.1437, kb_relative_information_score: 8.4582, mean_absolute_error: 0.431, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.6108, predictive_accuracy: 0.5965, prior_entropy: 1, recall: 0.5965, relative_absolute_error: 0.862, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6084, root_relative_squared_error: 1.2168, run_cpu_time: 0.32,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8155, f_measure: 0.4939, kappa: -0.0681, kb_relative_information_score: 17.1659, mean_absolute_error: 0.3449, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.4131, predictive_accuracy: 0.614, prior_entropy: 1, recall: 0.614, relative_absolute_error: 0.6897, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5106, root_relative_squared_error: 1.0211, 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 labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, recall: 0.3509, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1,
Joaquin Vanschoren 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6088, f_measure: 0.5025, kappa: -0.0346, kb_relative_information_score: 12.4131, mean_absolute_error: 0.3931, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.4173, predictive_accuracy: 0.6316, prior_entropy: 1, recall: 0.6316, relative_absolute_error: 0.7862, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5036, root_relative_squared_error: 1.0072, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8108, f_measure: 0.6787, kappa: 0.2853, kb_relative_information_score: 24.3072, mean_absolute_error: 0.289, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.7268, predictive_accuracy: 0.7193, prior_entropy: 1, recall: 0.7193, relative_absolute_error: 0.578, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4631, root_relative_squared_error: 0.9261, run_cpu_time: 0.08,
Joaquin Vanschoren 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6338, f_measure: 0.7193, kappa: 0.3838, kb_relative_information_score: 23.1273, mean_absolute_error: 0.3003, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.7193, predictive_accuracy: 0.7193, prior_entropy: 1, recall: 0.7193, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5337, root_relative_squared_error: 1.0674, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7169, f_measure: 0.7382, kappa: 0.4289, kb_relative_information_score: 27, mean_absolute_error: 0.2632, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.7401, predictive_accuracy: 0.7368, prior_entropy: 1, recall: 0.7368, relative_absolute_error: 0.5263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.513, root_relative_squared_error: 1.026,
Joaquin Vanschoren 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8392, f_measure: 0.7949, kappa: 0.5393, kb_relative_information_score: 26.0171, mean_absolute_error: 0.2842, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.8132, predictive_accuracy: 0.807, prior_entropy: 1, recall: 0.807, relative_absolute_error: 0.5684, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4026, root_relative_squared_error: 0.8052, run_cpu_time: 0.07,
Joaquin Vanschoren 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6939, f_measure: 0.7313, kappa: 0.4017, kb_relative_information_score: 27, mean_absolute_error: 0.2632, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.7301, predictive_accuracy: 0.7368, prior_entropy: 1, recall: 0.7368, relative_absolute_error: 0.5263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.513, root_relative_squared_error: 1.026, run_cpu_time: 0.03,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, kb_relative_information_score: -17, mean_absolute_error: 0.6491, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, recall: 0.3509, relative_absolute_error: 1.2982, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8057, root_relative_squared_error: 1.6114,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7703, f_measure: 0.5948, kappa: 0.1159, kb_relative_information_score: 18.5602, mean_absolute_error: 0.3419, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.6474, predictive_accuracy: 0.6667, prior_entropy: 1, recall: 0.6667, relative_absolute_error: 0.6838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.486, root_relative_squared_error: 0.972, run_cpu_time: 0.06,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8122, f_measure: 0.6522, kappa: 0.2303, kb_relative_information_score: 23.4602, mean_absolute_error: 0.2947, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.705, predictive_accuracy: 0.7018, prior_entropy: 1, recall: 0.7018, relative_absolute_error: 0.5895, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4689, root_relative_squared_error: 0.9377, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, recall: 0.3509, 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 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, ram_hours: 0, recall: 0.3509, 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: 0.0012,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8581, f_measure: 0.7357, kappa: 0.4063, kb_relative_information_score: 29.6937, mean_absolute_error: 0.2422, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.7536, predictive_accuracy: 0.7544, prior_entropy: 1, ram_hours: 0, recall: 0.7544, relative_absolute_error: 0.4844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4179, root_relative_squared_error: 0.8358, run_cpu_time: 0.0009,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5419, f_measure: 0.5945, kappa: 0.09, kb_relative_information_score: 13, mean_absolute_error: 0.386, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.5882, predictive_accuracy: 0.614, prior_entropy: 1, ram_hours: 0, recall: 0.614, relative_absolute_error: 0.7719, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6213, root_relative_squared_error: 1.2425, run_cpu_time: 0.0009,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, kb_relative_information_score: -17, mean_absolute_error: 0.6491, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, ram_hours: 0, recall: 0.3509, relative_absolute_error: 1.2982, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8057, root_relative_squared_error: 1.6114, run_cpu_time: 0.0017,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, ram_hours: 0, recall: 0.3509, 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: 0.0013,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8122, f_measure: 0.6522, kappa: 0.2303, kb_relative_information_score: 23.4602, mean_absolute_error: 0.2947, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.705, predictive_accuracy: 0.7018, prior_entropy: 1, ram_hours: 0, recall: 0.7018, relative_absolute_error: 0.5895, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4689, root_relative_squared_error: 0.9377, run_cpu_time: 0.0023,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1823, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.1231, predictive_accuracy: 0.3509, prior_entropy: 1, recall: 0.3509, 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 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set labor
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6088, f_measure: 0.5025, kappa: -0.0346, kb_relative_information_score: 12.4131, mean_absolute_error: 0.3931, mean_prior_absolute_error: 0.5, number_of_instances: 57, precision: 0.4173, predictive_accuracy: 0.6316, prior_entropy: 1, recall: 0.6316, relative_absolute_error: 0.7862, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5036, root_relative_squared_error: 1.0072,

    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 labor (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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