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Supervised Data Stream Classification on kropt

Supervised Data Stream Classification on kropt

Task 2248 Supervised Data Stream Classification kropt 24 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.912, f_measure: 0.4716, kappa: 0.419, kb_relative_information_score: 16912.739, mean_absolute_error: 0.0634, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.498, predictive_accuracy: 0.4762, prior_entropy: 4.1699, ram_hours: 0, recall: 0.4762, relative_absolute_error: 0.6041, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.186, root_relative_squared_error: 0.8121, run_cpu_time: 1.4929,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4642, f_measure: 0.0181, kb_relative_information_score: 1296.472, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.3936, run_cpu_time: 1.2066,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9404, kappa: 0.9334, kb_relative_information_score: 26867.6885, mean_absolute_error: 0.0082, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9429, predictive_accuracy: 0.9403, prior_entropy: 4.1699, ram_hours: 0, recall: 0.9403, relative_absolute_error: 0.0785, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0645, root_relative_squared_error: 0.2815, run_cpu_time: 5.1971,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5459, f_measure: 0.0756, kappa: 0.084, kb_relative_information_score: 2296.472, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0609, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9533, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3163, root_relative_squared_error: 1.3808, run_cpu_time: 0.1312,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4642, f_measure: 0.0181, kb_relative_information_score: 1296.472, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.3936, run_cpu_time: 0.2956,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0181, kb_relative_information_score: 2296.472, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9533, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3163, root_relative_squared_error: 1.3808, run_cpu_time: 0.1415,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9945, kappa: 0.9938, kb_relative_information_score: 27796.4937, mean_absolute_error: 0.0023, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9947, predictive_accuracy: 0.9944, prior_entropy: 4.1699, ram_hours: 0, recall: 0.9944, relative_absolute_error: 0.0218, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0266, root_relative_squared_error: 0.1163, run_cpu_time: 1.5722,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.979, kappa: 0.9769, kb_relative_information_score: 27363.0248, mean_absolute_error: 0.0055, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9791, predictive_accuracy: 0.9793, prior_entropy: 4.1699, ram_hours: 0, recall: 0.9793, relative_absolute_error: 0.052, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0459, root_relative_squared_error: 0.2005, run_cpu_time: 89.7799,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9106, f_measure: 0.4645, kappa: 0.4119, kb_relative_information_score: 16814.478, mean_absolute_error: 0.0624, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.4917, predictive_accuracy: 0.4696, prior_entropy: 4.1699, ram_hours: 0, recall: 0.4696, relative_absolute_error: 0.595, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.187, root_relative_squared_error: 0.8163, run_cpu_time: 0.5208,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4642, f_measure: 0.0181, kb_relative_information_score: 1296.472, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, recall: 0.0997, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.3936, run_cpu_time: 0.76,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9106, f_measure: 0.4645, kappa: 0.4119, kb_relative_information_score: 16814.478, mean_absolute_error: 0.0624, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.4917, predictive_accuracy: 0.4696, prior_entropy: 4.1699, recall: 0.4696, relative_absolute_error: 0.595, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.187, root_relative_squared_error: 0.8163, run_cpu_time: 0.82,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0181, kb_relative_information_score: 2296.472, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, recall: 0.0997, relative_absolute_error: 0.9533, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3163, root_relative_squared_error: 1.3808, run_cpu_time: 0.33,
Joaquin Vanschoren 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7788, f_measure: 0.0964, kappa: 0.0486, kb_relative_information_score: 7304.2814, mean_absolute_error: 0.0904, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0837, predictive_accuracy: 0.1621, prior_entropy: 4.1699, recall: 0.1621, relative_absolute_error: 0.8619, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.2231, root_relative_squared_error: 0.9739, run_cpu_time: 0.71,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8697, f_measure: 0.7217, kappa: 0.7228, kb_relative_information_score: 21014.9159, mean_absolute_error: 0.0284, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.8856, predictive_accuracy: 0.7521, prior_entropy: 4.1699, ram_hours: 0, recall: 0.7521, relative_absolute_error: 0.271, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.1649, root_relative_squared_error: 0.72, run_cpu_time: 1.1178,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8634, f_measure: 0.2741, kappa: 0.2213, kb_relative_information_score: 12111.9104, mean_absolute_error: 0.0791, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.3167, predictive_accuracy: 0.3013, prior_entropy: 4.1699, ram_hours: 0, recall: 0.3013, relative_absolute_error: 0.754, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.2083, root_relative_squared_error: 0.9096, run_cpu_time: 0.718,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5487, f_measure: 0.0936, kappa: 0.0887, kb_relative_information_score: 2296.472, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0882, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9533, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3163, root_relative_squared_error: 1.3808, run_cpu_time: 0.1265,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9912, kappa: 0.9904, kb_relative_information_score: 27672.4885, mean_absolute_error: 0.0032, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9912, predictive_accuracy: 0.9914, prior_entropy: 4.1699, ram_hours: 0, recall: 0.9914, relative_absolute_error: 0.0309, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0317, root_relative_squared_error: 0.1382, run_cpu_time: 1.1651,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.4787, kappa: 0.4882, kb_relative_information_score: 19236.1559, mean_absolute_error: 0.0461, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.4945, predictive_accuracy: 0.5463, prior_entropy: 4.1699, ram_hours: 0, recall: 0.5463, relative_absolute_error: 0.4393, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.1774, root_relative_squared_error: 0.7746, run_cpu_time: 0.5355,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8972, f_measure: 0.4152, kappa: 0.3565, kb_relative_information_score: 15476.4401, mean_absolute_error: 0.0648, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.4597, predictive_accuracy: 0.4198, prior_entropy: 4.1699, ram_hours: 0, recall: 0.4198, relative_absolute_error: 0.6175, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.1941, root_relative_squared_error: 0.8475, run_cpu_time: 0.3194,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9994, kappa: 0.9993, kb_relative_information_score: 28038.6638, mean_absolute_error: 0.0001, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9994, predictive_accuracy: 0.9994, prior_entropy: 4.1699, ram_hours: 0, recall: 0.9994, relative_absolute_error: 0.0006, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0082, root_relative_squared_error: 0.0358, run_cpu_time: 0.2335,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4566, f_measure: 0.018, kappa: 0.0013, kb_relative_information_score: 869.3825, mean_absolute_error: 0.1052, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0101, predictive_accuracy: 0.0828, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0828, relative_absolute_error: 1.0021, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.2863, root_relative_squared_error: 1.25, run_cpu_time: 1.2717,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4642, f_measure: 0.0181, kb_relative_information_score: 1296.472, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.3936, run_cpu_time: 0.27,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4642, f_measure: 0.0181, kb_relative_information_score: 1296.472, mean_absolute_error: 0.1038, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.0099, predictive_accuracy: 0.0997, prior_entropy: 4.1699, ram_hours: 0, recall: 0.0997, relative_absolute_error: 0.9889, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.3192, root_relative_squared_error: 1.3936, run_cpu_time: 0.25,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set kropt
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9279, kappa: 0.9184, kb_relative_information_score: 26531.8191, mean_absolute_error: 0.0093, mean_prior_absolute_error: 0.1049, number_of_instances: 28056, precision: 0.9348, predictive_accuracy: 0.927, prior_entropy: 4.1699, ram_hours: 0, recall: 0.927, relative_absolute_error: 0.0883, root_mean_prior_squared_error: 0.2291, root_mean_squared_error: 0.0758, root_relative_squared_error: 0.3308, run_cpu_time: 0.48,

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    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 kropt (1)
    target_feature game

    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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