Task
Supervised Data Stream Classification on monks-problems-1_test

Supervised Data Stream Classification on monks-problems-1_test

Task 2232 Supervised Data Stream Classification monks-problems-1_test 25 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 monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.345, f_measure: 0.3831, kappa: -0.2222, kb_relative_information_score: -12.4577, mean_absolute_error: 0.511, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.3845, predictive_accuracy: 0.3889, prior_entropy: 1, recall: 0.3889, relative_absolute_error: 1.022, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5142, root_relative_squared_error: 1.0283, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -3.7041, mean_absolute_error: 0.5031, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1.0062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5044, root_relative_squared_error: 1.0087, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7071, root_relative_squared_error: 1.4142, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0093, f_measure: 0.0092, kappa: -0.9815, kb_relative_information_score: -424, mean_absolute_error: 0.9907, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.0092, predictive_accuracy: 0.0093, prior_entropy: 1, recall: 0.0093, relative_absolute_error: 1.9815, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.9954, root_relative_squared_error: 1.9907, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -16.2465, mean_absolute_error: 0.5135, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1.027, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5149, root_relative_squared_error: 1.0299, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.345, f_measure: 0.3831, kappa: -0.2222, kb_relative_information_score: -12.4577, mean_absolute_error: 0.511, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.3845, predictive_accuracy: 0.3889, prior_entropy: 1, recall: 0.3889, relative_absolute_error: 1.022, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5142, root_relative_squared_error: 1.0283, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3494, f_measure: 0.39, kappa: -0.2176, kb_relative_information_score: -15.3759, mean_absolute_error: 0.5127, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.3904, predictive_accuracy: 0.3912, prior_entropy: 1, recall: 0.3912, relative_absolute_error: 1.0253, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5195, root_relative_squared_error: 1.039, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, 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: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3494, f_measure: 0.39, kappa: -0.2176, kb_relative_information_score: -15.3759, mean_absolute_error: 0.5127, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.3904, predictive_accuracy: 0.3912, prior_entropy: 1, recall: 0.3912, relative_absolute_error: 1.0253, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5195, root_relative_squared_error: 1.039, run_cpu_time: 0.26,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, ram_hours: 0, recall: 0.5, 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: 0.0034,
Joaquin Vanschoren 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -30.3129, mean_absolute_error: 0.5265, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1.0531, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5295, root_relative_squared_error: 1.059, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7071, root_relative_squared_error: 1.4142, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.2752, kappa: -0.2407, kb_relative_information_score: -16.2574, mean_absolute_error: 0.5135, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.2158, predictive_accuracy: 0.3796, prior_entropy: 1, recall: 0.3796, relative_absolute_error: 1.027, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.515, root_relative_squared_error: 1.0299, run_cpu_time: 0.69,
Joaquin Vanschoren 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -30.3129, mean_absolute_error: 0.5265, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1.0531, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5295, root_relative_squared_error: 1.059, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4471, f_measure: 0.4287, kappa: -0.0139, kb_relative_information_score: -4.5025, mean_absolute_error: 0.5042, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.4874, predictive_accuracy: 0.4931, prior_entropy: 1, recall: 0.4931, relative_absolute_error: 1.0084, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5067, root_relative_squared_error: 1.0135, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0023, f_measure: 0.0023, kappa: -0.9954, kb_relative_information_score: -430, mean_absolute_error: 0.9977, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.0023, predictive_accuracy: 0.0023, prior_entropy: 1, recall: 0.0023, relative_absolute_error: 1.9954, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.9988, root_relative_squared_error: 1.9977,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0023, f_measure: 0.0023, kappa: -0.9954, kb_relative_information_score: -430, mean_absolute_error: 0.9977, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.0023, predictive_accuracy: 0.0023, prior_entropy: 1, recall: 0.0023, relative_absolute_error: 1.9954, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.9988, root_relative_squared_error: 1.9977, run_cpu_time: 0.07,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.182, f_measure: 0.2008, kappa: -0.5926, kb_relative_information_score: -9.7611, mean_absolute_error: 0.509, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.1993, predictive_accuracy: 0.2037, prior_entropy: 1, ram_hours: 0, recall: 0.2037, relative_absolute_error: 1.0179, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5116, root_relative_squared_error: 1.0231, run_cpu_time: 0.0173,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -30.3129, mean_absolute_error: 0.5265, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, ram_hours: 0, recall: 0.5, relative_absolute_error: 1.0531, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5295, root_relative_squared_error: 1.059, run_cpu_time: 0.0025,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, ram_hours: 0, recall: 0.5, 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: 0.0033,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, ram_hours: 0, recall: 0.5, 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: 0.0035,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -3.7041, mean_absolute_error: 0.5031, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, ram_hours: 0, recall: 0.5, relative_absolute_error: 1.0062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5044, root_relative_squared_error: 1.0087, run_cpu_time: 0.0019,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, 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.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0046, f_measure: 0.3333, kb_relative_information_score: -13.9464, mean_absolute_error: 0.5124, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1.0248, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5151, root_relative_squared_error: 1.0302,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set monks-problems-1_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 1, recall: 0.5, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1,

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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 monks-problems-1_test (1)
    target_feature attr6

    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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