Task
Supervised Data Stream Classification on eucalyptus

Supervised Data Stream Classification on eucalyptus

Task 2251 Supervised Data Stream Classification eucalyptus 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 eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1, run_cpu_time: 0.0099,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7994, f_measure: 0.5141, kappa: 0.3756, kb_relative_information_score: 315.461, mean_absolute_error: 0.2139, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5429, predictive_accuracy: 0.5163, prior_entropy: 2.3219, recall: 0.5163, relative_absolute_error: 0.6684, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.9313, run_cpu_time: 0.35,
Joaquin Vanschoren 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5594, f_measure: 0.13, kappa: -0.0035, kb_relative_information_score: 61.6983, mean_absolute_error: 0.3119, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.084, predictive_accuracy: 0.288, prior_entropy: 2.3219, recall: 0.288, relative_absolute_error: 0.9748, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3983, root_relative_squared_error: 0.9958, run_cpu_time: 0.24,
Joaquin Vanschoren 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5666, f_measure: 0.1895, kappa: 0.1228, kb_relative_information_score: 125.6853, mean_absolute_error: 0.2913, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.1733, predictive_accuracy: 0.2717, prior_entropy: 2.3219, recall: 0.2717, relative_absolute_error: 0.9103, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5397, root_relative_squared_error: 1.3493, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4951, f_measure: 0.0962, kappa: -0.0081, kb_relative_information_score: 97.0463, mean_absolute_error: 0.305, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0836, predictive_accuracy: 0.2378, prior_entropy: 2.3219, recall: 0.2378, relative_absolute_error: 0.9532, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5516, root_relative_squared_error: 1.3791, run_cpu_time: 0.06,
Joaquin Vanschoren 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.599, f_measure: 0.2714, kappa: 0.1121, kb_relative_information_score: 104.252, mean_absolute_error: 0.3015, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.2629, predictive_accuracy: 0.3465, prior_entropy: 2.3219, recall: 0.3465, relative_absolute_error: 0.9421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3948, root_relative_squared_error: 0.9869, run_cpu_time: 0.05,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7793, f_measure: 0.4762, kappa: 0.3288, kb_relative_information_score: 267.941, mean_absolute_error: 0.2382, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5044, predictive_accuracy: 0.4837, prior_entropy: 2.3219, recall: 0.4837, relative_absolute_error: 0.7445, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3585, root_relative_squared_error: 0.8962, run_cpu_time: 2.82,
Joaquin Vanschoren 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6149, f_measure: 0.3924, kappa: 0.2242, kb_relative_information_score: 227.0248, mean_absolute_error: 0.2429, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.3922, predictive_accuracy: 0.3927, prior_entropy: 2.3219, recall: 0.3927, relative_absolute_error: 0.7592, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4929, root_relative_squared_error: 1.2322, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6344, f_measure: 0.2783, kappa: 0.1155, kb_relative_information_score: 113.2852, mean_absolute_error: 0.2981, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.3433, predictive_accuracy: 0.3492, prior_entropy: 2.3219, recall: 0.3492, relative_absolute_error: 0.9315, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3956, root_relative_squared_error: 0.989, run_cpu_time: 0.08,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1, run_cpu_time: 0.06,
Joaquin Vanschoren 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7793, f_measure: 0.4745, kappa: 0.3259, kb_relative_information_score: 267.9944, mean_absolute_error: 0.2382, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5057, predictive_accuracy: 0.481, prior_entropy: 2.3219, recall: 0.481, relative_absolute_error: 0.7443, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3585, root_relative_squared_error: 0.8963, run_cpu_time: 0.52,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1, run_cpu_time: 0.25,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7994, f_measure: 0.5141, kappa: 0.3756, kb_relative_information_score: 315.461, mean_absolute_error: 0.2139, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5429, predictive_accuracy: 0.5163, prior_entropy: 2.3219, recall: 0.5163, relative_absolute_error: 0.6684, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.9313, run_cpu_time: 0.45,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, kb_relative_information_score: 102.9123, mean_absolute_error: 0.3022, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, recall: 0.2446, relative_absolute_error: 0.9443, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5497, root_relative_squared_error: 1.3743, run_cpu_time: 0.04,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1, run_cpu_time: 0.01,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6989, f_measure: 0.4151, kappa: 0.248, kb_relative_information_score: 230.5123, mean_absolute_error: 0.252, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.4299, predictive_accuracy: 0.4198, prior_entropy: 2.3219, ram_hours: 0, recall: 0.4198, relative_absolute_error: 0.7874, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.993, run_cpu_time: 0.7756,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8004, f_measure: 0.5243, kappa: 0.3909, kb_relative_information_score: 338.9847, mean_absolute_error: 0.1954, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5461, predictive_accuracy: 0.5258, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5258, relative_absolute_error: 0.6105, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4017, root_relative_squared_error: 1.0042, run_cpu_time: 0.018,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1, run_cpu_time: 0.0095,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5522, f_measure: 0.311, kappa: 0.1602, kb_relative_information_score: 190.8377, mean_absolute_error: 0.2676, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.4097, predictive_accuracy: 0.3641, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3641, relative_absolute_error: 0.8364, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4827, root_relative_squared_error: 1.2067, run_cpu_time: 0.1792,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5657, f_measure: 0.1881, kappa: 0.1212, kb_relative_information_score: 124.5466, mean_absolute_error: 0.2918, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.1719, predictive_accuracy: 0.2704, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2704, relative_absolute_error: 0.912, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5402, root_relative_squared_error: 1.3506, run_cpu_time: 0.0057,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7974, f_measure: 0.5107, kappa: 0.3742, kb_relative_information_score: 322.8552, mean_absolute_error: 0.2033, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5352, predictive_accuracy: 0.5163, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5163, relative_absolute_error: 0.6354, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3979, root_relative_squared_error: 0.9948, run_cpu_time: 0.0233,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7974, f_measure: 0.5107, kappa: 0.3742, kb_relative_information_score: 322.8552, mean_absolute_error: 0.2033, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.5352, predictive_accuracy: 0.5163, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5163, relative_absolute_error: 0.6354, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3979, root_relative_squared_error: 0.9948, run_cpu_time: 0.03,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5522, f_measure: 0.311, kappa: 0.1602, kb_relative_information_score: 190.8377, mean_absolute_error: 0.2676, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.4097, predictive_accuracy: 0.3641, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3641, relative_absolute_error: 0.8364, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4827, root_relative_squared_error: 1.2067, run_cpu_time: 0.28,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0961, mean_absolute_error: 0.32, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.0598, predictive_accuracy: 0.2446, prior_entropy: 2.3219, recall: 0.2446, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4, root_relative_squared_error: 1,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set eucalyptus
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.794, f_measure: 0.5052, kappa: 0.3691, kb_relative_information_score: 321.8839, mean_absolute_error: 0.2043, mean_prior_absolute_error: 0.32, number_of_instances: 736, precision: 0.535, predictive_accuracy: 0.5136, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5136, relative_absolute_error: 0.6385, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.396, root_relative_squared_error: 0.9901, run_cpu_time: 0.04,

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    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 eucalyptus (1)
    target_feature Utility

    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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