Task
Supervised Data Stream Classification on spect_test

Supervised Data Stream Classification on spect_test

Task 2242 Supervised Data Stream Classification spect_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 spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7406, f_measure: 0.7053, kappa: 0.4037, kb_relative_information_score: 59.8429, mean_absolute_error: 0.3484, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7051, predictive_accuracy: 0.7059, prior_entropy: 1, recall: 0.7059, relative_absolute_error: 0.6968, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4763, root_relative_squared_error: 0.9526, run_cpu_time: 0.04,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, 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_REPTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, 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.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, 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.SGD(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5655, f_measure: 0.5711, kappa: 0.1316, kb_relative_information_score: 27, mean_absolute_error: 0.4278, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5704, predictive_accuracy: 0.5722, prior_entropy: 1, recall: 0.5722, relative_absolute_error: 0.8556, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6541, root_relative_squared_error: 1.3081, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4921, f_measure: 0.4876, kappa: 0.0087, kb_relative_information_score: 3.0467, mean_absolute_error: 0.4929, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5112, predictive_accuracy: 0.5348, prior_entropy: 1, recall: 0.5348, relative_absolute_error: 0.9859, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5047, root_relative_squared_error: 1.0093, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5677, f_measure: 0.5722, kappa: 0.1355, kb_relative_information_score: 27, mean_absolute_error: 0.4278, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5722, predictive_accuracy: 0.5722, prior_entropy: 1, recall: 0.5722, relative_absolute_error: 0.8556, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6541, root_relative_squared_error: 1.3081,
Joaquin Vanschoren 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7493, f_measure: 0.7112, kappa: 0.4164, kb_relative_information_score: 66.9124, mean_absolute_error: 0.3275, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7112, predictive_accuracy: 0.7112, prior_entropy: 1, recall: 0.7112, relative_absolute_error: 0.6551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4855, root_relative_squared_error: 0.971, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5712, f_measure: 0.5637, kappa: 0.1159, kb_relative_information_score: 9.9126, mean_absolute_error: 0.4776, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5631, predictive_accuracy: 0.5668, prior_entropy: 1, recall: 0.5668, relative_absolute_error: 0.9553, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5043, root_relative_squared_error: 1.0086, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7411, f_measure: 0.7053, kappa: 0.4037, kb_relative_information_score: 66.0464, mean_absolute_error: 0.3292, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7051, predictive_accuracy: 0.7059, prior_entropy: 1, recall: 0.7059, relative_absolute_error: 0.6585, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4896, root_relative_squared_error: 0.9792, run_cpu_time: 0.28,
Joaquin Vanschoren 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.727, f_measure: 0.6828, kappa: 0.3575, kb_relative_information_score: 36.5778, mean_absolute_error: 0.4144, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.6831, predictive_accuracy: 0.6845, prior_entropy: 1, recall: 0.6845, relative_absolute_error: 0.8289, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4579, root_relative_squared_error: 0.9158, run_cpu_time: 0.1,
Joaquin Vanschoren 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, kb_relative_information_score: 19, mean_absolute_error: 0.4492, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, relative_absolute_error: 0.8984, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6702, root_relative_squared_error: 1.3404, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7493, f_measure: 0.7112, kappa: 0.4164, kb_relative_information_score: 66.9124, mean_absolute_error: 0.3275, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7112, predictive_accuracy: 0.7112, prior_entropy: 1, recall: 0.7112, relative_absolute_error: 0.6551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4855, root_relative_squared_error: 0.971, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, kb_relative_information_score: 19, mean_absolute_error: 0.4492, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, relative_absolute_error: 0.8984, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6702, root_relative_squared_error: 1.3404,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5715, f_measure: 0.5767, kappa: 0.1434, kb_relative_information_score: 29, mean_absolute_error: 0.4225, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5762, predictive_accuracy: 0.5775, prior_entropy: 1, ram_hours: 0, recall: 0.5775, relative_absolute_error: 0.8449, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.65, root_relative_squared_error: 1.2999, run_cpu_time: 0.02,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7105, f_measure: 0.6997, kappa: 0.3922, kb_relative_information_score: 31.4502, mean_absolute_error: 0.4282, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.6996, predictive_accuracy: 0.7005, prior_entropy: 1, ram_hours: 0, recall: 0.7005, relative_absolute_error: 0.8563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4687, root_relative_squared_error: 0.9375, run_cpu_time: 0.05,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7105, f_measure: 0.6997, kappa: 0.3922, kb_relative_information_score: 31.4502, mean_absolute_error: 0.4282, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.6996, predictive_accuracy: 0.7005, prior_entropy: 1, ram_hours: 0, recall: 0.7005, relative_absolute_error: 0.8563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4687, root_relative_squared_error: 0.9375, run_cpu_time: 0.04,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, ram_hours: 0, recall: 0.5508, 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: 0.0029,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, ram_hours: 0, recall: 0.5508, 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: 0.0028,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7406, f_measure: 0.7053, kappa: 0.4037, kb_relative_information_score: 59.8429, mean_absolute_error: 0.3484, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7051, predictive_accuracy: 0.7059, prior_entropy: 1, ram_hours: 0, recall: 0.7059, relative_absolute_error: 0.6968, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4763, root_relative_squared_error: 0.9526, run_cpu_time: 0.033,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7493, f_measure: 0.7112, kappa: 0.4164, kb_relative_information_score: 66.9124, mean_absolute_error: 0.3275, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.7112, predictive_accuracy: 0.7112, prior_entropy: 1, ram_hours: 0, recall: 0.7112, relative_absolute_error: 0.6551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4855, root_relative_squared_error: 0.971, run_cpu_time: 0.0028,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4921, f_measure: 0.4876, kappa: 0.0087, kb_relative_information_score: 3.0467, mean_absolute_error: 0.4929, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.5112, predictive_accuracy: 0.5348, prior_entropy: 1, ram_hours: 0, recall: 0.5348, relative_absolute_error: 0.9859, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5047, root_relative_squared_error: 1.0093, run_cpu_time: 0.0028,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3913, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.3034, predictive_accuracy: 0.5508, prior_entropy: 1, recall: 0.5508, 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.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7576, f_measure: 0.6958, kappa: 0.3874, kb_relative_information_score: 67.6388, mean_absolute_error: 0.3225, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.6974, predictive_accuracy: 0.6952, prior_entropy: 1, recall: 0.6952, relative_absolute_error: 0.645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4939, root_relative_squared_error: 0.9877,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set spect_test
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7263, f_measure: 0.6828, kappa: 0.3575, kb_relative_information_score: 36.5672, mean_absolute_error: 0.4144, mean_prior_absolute_error: 0.5, number_of_instances: 187, precision: 0.6831, predictive_accuracy: 0.6845, prior_entropy: 1, ram_hours: 0, recall: 0.6845, relative_absolute_error: 0.8289, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.458, root_relative_squared_error: 0.916, run_cpu_time: 0.19,

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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 spect_test (1)
    target_feature F22

    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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