Task
Supervised Data Stream Classification on monks-problems-2_test

Supervised Data Stream Classification on monks-problems-2_test

Task 2234 Supervised Data Stream Classification monks-problems-2_test 25 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set monks-problems-2_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,
Joaquin Vanschoren 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set monks-problems-2_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.Perceptron(1) on task Supervised Data Stream Classification on data set monks-problems-2_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.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.01,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5421, f_measure: 0.5033, kappa: 0.0093, kb_relative_information_score: 24.1908, mean_absolute_error: 0.4714, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5047, predictive_accuracy: 0.5046, prior_entropy: 1, ram_hours: 0, recall: 0.5046, relative_absolute_error: 0.9427, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5118, root_relative_squared_error: 1.0237, 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 monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4351, f_measure: 0.4489, kappa: -0.1019, kb_relative_information_score: -5.0196, mean_absolute_error: 0.503, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.449, predictive_accuracy: 0.4491, prior_entropy: 1, recall: 0.4491, relative_absolute_error: 1.0061, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.513, root_relative_squared_error: 1.026, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.1481, f_measure: 0.1356, kappa: -0.7037, kb_relative_information_score: -304, mean_absolute_error: 0.8519, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.1265, predictive_accuracy: 0.1481, prior_entropy: 1, recall: 0.1481, relative_absolute_error: 1.7037, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.923, root_relative_squared_error: 1.8459, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.456, f_measure: 0.4564, kappa: -0.0648, kb_relative_information_score: -5.0308, mean_absolute_error: 0.5044, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.4647, predictive_accuracy: 0.4676, prior_entropy: 1, recall: 0.4676, relative_absolute_error: 1.0089, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5191, root_relative_squared_error: 1.0381, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set monks-problems-2_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.SPegasos(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.0116, f_measure: 0.0116, kappa: -0.9769, kb_relative_information_score: -422, mean_absolute_error: 0.9884, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.0116, predictive_accuracy: 0.0116, prior_entropy: 1, recall: 0.0116, relative_absolute_error: 1.9769, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.9942, root_relative_squared_error: 1.9884, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.456, f_measure: 0.4564, kappa: -0.0648, kb_relative_information_score: -5.0308, mean_absolute_error: 0.5044, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.4647, predictive_accuracy: 0.4676, prior_entropy: 1, recall: 0.4676, relative_absolute_error: 1.0089, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5191, root_relative_squared_error: 1.0381, run_cpu_time: 0.04,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5289, f_measure: 0.5394, kappa: 0.0833, kb_relative_information_score: 7.6527, mean_absolute_error: 0.4928, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5425, predictive_accuracy: 0.5417, prior_entropy: 1, recall: 0.5417, relative_absolute_error: 0.9857, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.504, root_relative_squared_error: 1.008, run_cpu_time: 0.6,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4351, f_measure: 0.4489, kappa: -0.1019, kb_relative_information_score: -5.0196, mean_absolute_error: 0.503, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.449, predictive_accuracy: 0.4491, prior_entropy: 1, recall: 0.4491, relative_absolute_error: 1.0061, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.513, root_relative_squared_error: 1.026, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4054, f_measure: 0.4964, kappa: 0.0231, kb_relative_information_score: -9.3407, mean_absolute_error: 0.5079, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5132, predictive_accuracy: 0.5116, prior_entropy: 1, recall: 0.5116, relative_absolute_error: 1.0158, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5252, root_relative_squared_error: 1.0504, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_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, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5294, f_measure: 0.537, kappa: 0.0787, kb_relative_information_score: 7.8089, mean_absolute_error: 0.4927, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5402, predictive_accuracy: 0.5394, prior_entropy: 1, ram_hours: 0, recall: 0.5394, relative_absolute_error: 0.9854, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5039, root_relative_squared_error: 1.0078, run_cpu_time: 0.0224,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_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.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4766, f_measure: 0.476, kappa: 0.0139, kb_relative_information_score: -0.3565, mean_absolute_error: 0.4998, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5091, predictive_accuracy: 0.5069, prior_entropy: 1, ram_hours: 0, recall: 0.5069, relative_absolute_error: 0.9995, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5134, root_relative_squared_error: 1.0267, run_cpu_time: 0.003,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.0024,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set monks-problems-2_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: 0.01,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4054, f_measure: 0.4964, kappa: 0.0231, kb_relative_information_score: -9.3407, mean_absolute_error: 0.5079, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5132, predictive_accuracy: 0.5116, prior_entropy: 1, recall: 0.5116, relative_absolute_error: 1.0158, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5252, root_relative_squared_error: 1.0504,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set monks-problems-2_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4054, f_measure: 0.4964, kappa: 0.0231, kb_relative_information_score: -9.3407, mean_absolute_error: 0.5079, mean_prior_absolute_error: 0.5, number_of_instances: 432, precision: 0.5132, predictive_accuracy: 0.5116, prior_entropy: 1, recall: 0.5116, relative_absolute_error: 1.0158, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5252, root_relative_squared_error: 1.0504,

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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-2_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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