Task
Supervised Data Stream Classification on soybean

Supervised Data Stream Classification on soybean

Task 2209 Supervised Data Stream Classification soybean 24 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 soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.0248,
Joaquin Vanschoren 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.908, f_measure: 0.5524, kappa: 0.5451, kb_relative_information_score: 404.5302, mean_absolute_error: 0.0579, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.5484, predictive_accuracy: 0.5915, prior_entropy: 4.2479, recall: 0.5915, relative_absolute_error: 0.5806, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1701, root_relative_squared_error: 0.7617, run_cpu_time: 0.05,
Joaquin Vanschoren 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6111, f_measure: 0.0501, kappa: 0.0082, kb_relative_information_score: 136.1433, mean_absolute_error: 0.0929, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0318, predictive_accuracy: 0.1318, prior_entropy: 4.2479, recall: 0.1318, relative_absolute_error: 0.932, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2198, root_relative_squared_error: 0.9844, run_cpu_time: 0.08,
Joaquin Vanschoren 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9713, f_measure: 0.9457, kappa: 0.9406, kb_relative_information_score: 645.3206, mean_absolute_error: 0.0057, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9458, predictive_accuracy: 0.9458, prior_entropy: 4.2479, recall: 0.9458, relative_absolute_error: 0.0572, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0755, root_relative_squared_error: 0.3382, run_cpu_time: 0.02,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.03,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9541, f_measure: 0.8158, kappa: 0.8222, kb_relative_information_score: 585.5318, mean_absolute_error: 0.0177, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.8069, predictive_accuracy: 0.8389, prior_entropy: 4.2479, recall: 0.8389, relative_absolute_error: 0.177, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1117, root_relative_squared_error: 0.5002, run_cpu_time: 0.7,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.05,
Joaquin Vanschoren 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6111, f_measure: 0.0501, kappa: 0.0082, kb_relative_information_score: 136.1433, mean_absolute_error: 0.0929, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0318, predictive_accuracy: 0.1318, prior_entropy: 4.2479, recall: 0.1318, relative_absolute_error: 0.932, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2198, root_relative_squared_error: 0.9844, 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 soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9592, f_measure: 0.6706, kappa: 0.6494, kb_relative_information_score: 514.953, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.7317, predictive_accuracy: 0.6823, prior_entropy: 4.2479, recall: 0.6823, relative_absolute_error: 0.3881, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.147, root_relative_squared_error: 0.6584, run_cpu_time: 3.11,
Joaquin Vanschoren 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9593, f_measure: 0.6721, kappa: 0.6494, kb_relative_information_score: 515.1807, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.7357, predictive_accuracy: 0.6823, prior_entropy: 4.2479, recall: 0.6823, relative_absolute_error: 0.3876, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1469, root_relative_squared_error: 0.658, run_cpu_time: 0.27,
Joaquin Vanschoren 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9767, f_measure: 0.8942, kappa: 0.886, kb_relative_information_score: 611.5304, mean_absolute_error: 0.0132, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9052, predictive_accuracy: 0.896, prior_entropy: 4.2479, recall: 0.896, relative_absolute_error: 0.1325, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0975, root_relative_squared_error: 0.4368, run_cpu_time: 0.08,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, kb_relative_information_score: 7.8257, mean_absolute_error: 0.1022, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, recall: 0.0293, relative_absolute_error: 1.0246, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.3197, root_relative_squared_error: 1.4315, run_cpu_time: 0.05,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.06,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9763, f_measure: 0.8833, kappa: 0.8732, kb_relative_information_score: 605.3431, mean_absolute_error: 0.016, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.894, predictive_accuracy: 0.8843, prior_entropy: 4.2479, recall: 0.8843, relative_absolute_error: 0.1606, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0997, root_relative_squared_error: 0.4465, run_cpu_time: 0.63,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9623, f_measure: 0.8681, kappa: 0.8556, kb_relative_information_score: 582.5239, mean_absolute_error: 0.0263, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.8786, predictive_accuracy: 0.8682, prior_entropy: 4.2479, recall: 0.8682, relative_absolute_error: 0.2635, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1061, root_relative_squared_error: 0.4752, run_cpu_time: 0.57,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9767, f_measure: 0.8942, kappa: 0.886, kb_relative_information_score: 611.5304, mean_absolute_error: 0.0132, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9052, predictive_accuracy: 0.896, prior_entropy: 4.2479, recall: 0.896, relative_absolute_error: 0.1325, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0975, root_relative_squared_error: 0.4368, run_cpu_time: 0.19,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9772, f_measure: 0.8933, kappa: 0.8845, kb_relative_information_score: 612.1173, mean_absolute_error: 0.013, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9039, predictive_accuracy: 0.8946, prior_entropy: 4.2479, recall: 0.8946, relative_absolute_error: 0.1308, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0981, root_relative_squared_error: 0.4391, run_cpu_time: 0.46,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.04,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9767, f_measure: 0.8942, kappa: 0.886, kb_relative_information_score: 611.5304, mean_absolute_error: 0.0132, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9052, predictive_accuracy: 0.896, prior_entropy: 4.2479, ram_hours: 0, recall: 0.896, relative_absolute_error: 0.1325, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0975, root_relative_squared_error: 0.4368, run_cpu_time: 0.0523,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9622, f_measure: 0.8921, kappa: 0.8813, kb_relative_information_score: 579.1522, mean_absolute_error: 0.0281, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.9037, predictive_accuracy: 0.8917, prior_entropy: 4.2479, ram_hours: 0, recall: 0.8917, relative_absolute_error: 0.2818, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1056, root_relative_squared_error: 0.473, run_cpu_time: 0.2801,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9763, f_measure: 0.8833, kappa: 0.8732, kb_relative_information_score: 605.3431, mean_absolute_error: 0.016, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.894, predictive_accuracy: 0.8843, prior_entropy: 4.2479, ram_hours: 0, recall: 0.8843, relative_absolute_error: 0.1606, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0997, root_relative_squared_error: 0.4465, run_cpu_time: 0.3189,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, mean_absolute_error: 0.0997, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0293, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.2233, root_relative_squared_error: 1, run_cpu_time: 0.0241,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5015, f_measure: 0.016, kappa: 0.003, kb_relative_information_score: 9.8624, mean_absolute_error: 0.1019, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0159, predictive_accuracy: 0.0322, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0322, relative_absolute_error: 1.0216, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.4294, run_cpu_time: 0.01,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set soybean
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0017, kb_relative_information_score: 7.8257, mean_absolute_error: 0.1022, mean_prior_absolute_error: 0.0997, number_of_instances: 683, precision: 0.0009, predictive_accuracy: 0.0293, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0293, relative_absolute_error: 1.0246, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.3197, root_relative_squared_error: 1.4315, run_cpu_time: 0.03,

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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 soybean (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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