Task
Supervised Data Stream Classification on mfeat-fourier

Supervised Data Stream Classification on mfeat-fourier

Task 2182 Supervised Data Stream Classification mfeat-fourier 25 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9494, f_measure: 0.8442, kappa: 0.8422, kb_relative_information_score: 1648.8589, mean_absolute_error: 0.0425, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8939, predictive_accuracy: 0.858, prior_entropy: 3.3219, ram_hours: 0, recall: 0.858, relative_absolute_error: 0.2362, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1645, root_relative_squared_error: 0.5482, run_cpu_time: 1.5508,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4444, f_measure: 0.0182, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3808, root_relative_squared_error: 1.2693, run_cpu_time: 0.1078,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9525, f_measure: 0.6846, kappa: 0.6544, kb_relative_information_score: 1484.5961, mean_absolute_error: 0.0631, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.7818, predictive_accuracy: 0.689, prior_entropy: 3.3219, ram_hours: 0, recall: 0.689, relative_absolute_error: 0.3506, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1971, root_relative_squared_error: 0.6569, run_cpu_time: 2.7727,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5056, f_measure: 0.0712, kappa: 0.0111, kb_relative_information_score: 138.5517, mean_absolute_error: 0.178, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0539, predictive_accuracy: 0.11, prior_entropy: 3.3219, ram_hours: 0, recall: 0.11, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4219, root_relative_squared_error: 1.4063, run_cpu_time: 0.1157,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.98, f_measure: 0.8156, kappa: 0.7911, kb_relative_information_score: 1626.7234, mean_absolute_error: 0.0505, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8522, predictive_accuracy: 0.812, prior_entropy: 3.3219, ram_hours: 0, recall: 0.812, relative_absolute_error: 0.2803, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1606, root_relative_squared_error: 0.5354, run_cpu_time: 41.1191,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9955, kappa: 0.995, kb_relative_information_score: 1990.5882, mean_absolute_error: 0.0009, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.9955, predictive_accuracy: 0.9955, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9955, relative_absolute_error: 0.005, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.03, root_relative_squared_error: 0.1, run_cpu_time: 0.0614,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 117.6365, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4142, run_cpu_time: 0.1212,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 117.6365, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4243, root_relative_squared_error: 1.4142, run_cpu_time: 2.1521,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7774, f_measure: 0.0182, kb_relative_information_score: 387.9153, mean_absolute_error: 0.1585, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.01, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 0.8807, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3002, root_relative_squared_error: 1.0007, run_cpu_time: 0.0602,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.52, f_measure: 0.0828, kappa: 0.04, kb_relative_information_score: 192.9311, mean_absolute_error: 0.1728, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0644, predictive_accuracy: 0.136, prior_entropy: 3.3219, ram_hours: 0, recall: 0.136, relative_absolute_error: 0.96, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4157, root_relative_squared_error: 1.3856, run_cpu_time: 0.0837,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8818, f_measure: 0.3409, kappa: 0.3111, kb_relative_information_score: 825.6609, mean_absolute_error: 0.1247, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.4724, predictive_accuracy: 0.38, prior_entropy: 3.3219, ram_hours: 0, recall: 0.38, relative_absolute_error: 0.6927, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.275, root_relative_squared_error: 0.9167, run_cpu_time: 0.1,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4367, f_measure: 0.0333, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.02, predictive_accuracy: 0.1, prior_entropy: 3.3219, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3765, root_relative_squared_error: 1.255, run_cpu_time: 0.49,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4422, f_measure: 0.0329, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0197, predictive_accuracy: 0.1, prior_entropy: 3.3219, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3778, root_relative_squared_error: 1.2593, run_cpu_time: 0.86,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9628, f_measure: 0.7957, kappa: 0.7733, kb_relative_information_score: 1601.7151, mean_absolute_error: 0.0407, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8593, predictive_accuracy: 0.796, prior_entropy: 3.3219, recall: 0.796, relative_absolute_error: 0.2263, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1893, root_relative_squared_error: 0.631, run_cpu_time: 0.65,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9636, f_measure: 0.8009, kappa: 0.7794, kb_relative_information_score: 1607.3625, mean_absolute_error: 0.0401, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8633, predictive_accuracy: 0.8015, prior_entropy: 3.3219, recall: 0.8015, relative_absolute_error: 0.2228, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.6258, run_cpu_time: 0.47,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9617, f_measure: 0.7771, kappa: 0.7522, kb_relative_information_score: 1575.0997, mean_absolute_error: 0.0459, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8458, predictive_accuracy: 0.777, prior_entropy: 3.3219, recall: 0.777, relative_absolute_error: 0.255, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1916, root_relative_squared_error: 0.6387, run_cpu_time: 2.17,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4444, f_measure: 0.0314, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0186, predictive_accuracy: 0.1, prior_entropy: 3.3219, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3808, root_relative_squared_error: 1.2693, run_cpu_time: 0.21,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9712, f_measure: 0.7811, kappa: 0.7628, kb_relative_information_score: 1605.0785, mean_absolute_error: 0.0477, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8457, predictive_accuracy: 0.7865, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7865, relative_absolute_error: 0.2651, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1727, root_relative_squared_error: 0.5756, run_cpu_time: 1.5495,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.8638, kappa: 0.8478, kb_relative_information_score: 1733.4939, mean_absolute_error: 0.0326, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8831, predictive_accuracy: 0.863, prior_entropy: 3.3219, ram_hours: 0, recall: 0.863, relative_absolute_error: 0.1812, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1428, root_relative_squared_error: 0.4761, run_cpu_time: 2.3805,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9126, f_measure: 0.1202, kappa: 0.1289, kb_relative_information_score: 775.2155, mean_absolute_error: 0.1298, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.1499, predictive_accuracy: 0.216, prior_entropy: 3.3219, ram_hours: 0, recall: 0.216, relative_absolute_error: 0.721, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2821, root_relative_squared_error: 0.9405, run_cpu_time: 1.2045,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9636, f_measure: 0.8009, kappa: 0.7794, kb_relative_information_score: 1607.3625, mean_absolute_error: 0.0401, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8633, predictive_accuracy: 0.8015, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8015, relative_absolute_error: 0.2228, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.6258, run_cpu_time: 0.1621,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2222, f_measure: 0.03, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0177, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3247, root_relative_squared_error: 1.0822, run_cpu_time: 0.2562,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9636, f_measure: 0.8009, kappa: 0.7794, kb_relative_information_score: 1607.3625, mean_absolute_error: 0.0401, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8633, predictive_accuracy: 0.8015, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8015, relative_absolute_error: 0.2228, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.6258, run_cpu_time: 0.2729,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4067, f_measure: 0.0327, kb_relative_information_score: -45.7575, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.0195, predictive_accuracy: 0.1, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1, relative_absolute_error: 1.0556, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3639, root_relative_squared_error: 1.2129, run_cpu_time: 0.24,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mfeat-fourier
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8194, kappa: 0.7944, kb_relative_information_score: 1673.0269, mean_absolute_error: 0.0386, mean_prior_absolute_error: 0.18, number_of_instances: 2000, precision: 0.8586, predictive_accuracy: 0.815, prior_entropy: 3.3219, ram_hours: 0, recall: 0.815, relative_absolute_error: 0.2145, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1613, root_relative_squared_error: 0.5377, run_cpu_time: 2.36,

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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 mfeat-fourier (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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