Task
Supervised Data Stream Classification on satimage

Supervised Data Stream Classification on satimage

Task 2246 Supervised Data Stream Classification satimage 25 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.7998, kappa: 0.7455, kb_relative_information_score: 4971.9598, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8163, predictive_accuracy: 0.7919, prior_entropy: 2.585, ram_hours: 0, recall: 0.7919, relative_absolute_error: 0.2499, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.692, run_cpu_time: 0.4674,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.948, f_measure: 0.7985, kappa: 0.7453, kb_relative_information_score: 4982.0259, mean_absolute_error: 0.0713, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8124, predictive_accuracy: 0.7919, prior_entropy: 2.585, ram_hours: 0, recall: 0.7919, relative_absolute_error: 0.2567, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2468, root_relative_squared_error: 0.6622, run_cpu_time: 2.4903,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7353, f_measure: 0.5356, kappa: 0.4166, kb_relative_information_score: 2936.7271, mean_absolute_error: 0.1605, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.5554, predictive_accuracy: 0.5305, prior_entropy: 2.585, ram_hours: 0, recall: 0.5305, relative_absolute_error: 0.5779, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1.0001, run_cpu_time: 0.1099,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9756, f_measure: 0.8577, kappa: 0.8265, kb_relative_information_score: 5398.5162, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8584, predictive_accuracy: 0.86, prior_entropy: 2.585, ram_hours: 0, recall: 0.86, relative_absolute_error: 0.2129, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1806, root_relative_squared_error: 0.4845, run_cpu_time: 2.8225,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9229, f_measure: 0.8006, kappa: 0.7463, kb_relative_information_score: 4978.5148, mean_absolute_error: 0.0699, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8174, predictive_accuracy: 0.7925, prior_entropy: 2.585, ram_hours: 0, recall: 0.7925, relative_absolute_error: 0.2516, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2542, root_relative_squared_error: 0.6821, run_cpu_time: 2.494,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.7998, kappa: 0.7455, kb_relative_information_score: 4971.9598, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8163, predictive_accuracy: 0.7919, prior_entropy: 2.585, ram_hours: 0, recall: 0.7919, relative_absolute_error: 0.2499, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.692, run_cpu_time: 0.5005,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4794, f_measure: 0.1403, kappa: -0.002, kb_relative_information_score: 701.3943, mean_absolute_error: 0.27, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.1355, predictive_accuracy: 0.2355, prior_entropy: 2.585, ram_hours: 0, recall: 0.2355, relative_absolute_error: 0.972, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3678, root_relative_squared_error: 0.9868, run_cpu_time: 0.1249,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5559, f_measure: 0.1714, kappa: 0.0931, kb_relative_information_score: 1034.7028, mean_absolute_error: 0.2539, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.1362, predictive_accuracy: 0.2384, prior_entropy: 2.585, ram_hours: 0, recall: 0.2384, relative_absolute_error: 0.9139, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5038, root_relative_squared_error: 1.352, run_cpu_time: 0.1136,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9489, f_measure: 0.7997, kappa: 0.7459, kb_relative_information_score: 4997.7731, mean_absolute_error: 0.071, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8157, predictive_accuracy: 0.7922, prior_entropy: 2.585, ram_hours: 0, recall: 0.7922, relative_absolute_error: 0.2555, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2459, root_relative_squared_error: 0.6599, run_cpu_time: 2.6416,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9538, f_measure: 0.7886, kappa: 0.7348, kb_relative_information_score: 4893.8599, mean_absolute_error: 0.0798, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.7966, predictive_accuracy: 0.7843, prior_entropy: 2.585, ram_hours: 0, recall: 0.7843, relative_absolute_error: 0.2873, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2403, root_relative_squared_error: 0.6448, run_cpu_time: 0.2102,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9165, f_measure: 0.7998, kappa: 0.7455, kb_relative_information_score: 4971.9598, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8163, predictive_accuracy: 0.7919, prior_entropy: 2.585, ram_hours: 0, recall: 0.7919, relative_absolute_error: 0.2499, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.692, run_cpu_time: 0.302,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9757, f_measure: 0.8575, kappa: 0.8263, kb_relative_information_score: 5397.8695, mean_absolute_error: 0.0592, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8582, predictive_accuracy: 0.8599, prior_entropy: 2.585, ram_hours: 0, recall: 0.8599, relative_absolute_error: 0.213, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1806, root_relative_squared_error: 0.4845, run_cpu_time: 53.6006,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0916, kb_relative_information_score: 1032.4993, mean_absolute_error: 0.254, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.0567, predictive_accuracy: 0.2381, prior_entropy: 2.585, ram_hours: 0, recall: 0.2381, relative_absolute_error: 0.9143, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.504, root_relative_squared_error: 1.3522, run_cpu_time: 0.1035,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9229, f_measure: 0.8006, kappa: 0.7463, kb_relative_information_score: 4978.5148, mean_absolute_error: 0.0699, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8174, predictive_accuracy: 0.7925, prior_entropy: 2.585, ram_hours: 0, recall: 0.7925, relative_absolute_error: 0.2516, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2542, root_relative_squared_error: 0.6821, run_cpu_time: 3.8593,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4987, f_measure: 0.0916, kb_relative_information_score: 865.4266, mean_absolute_error: 0.258, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.0567, predictive_accuracy: 0.2381, prior_entropy: 2.585, ram_hours: 0, recall: 0.2381, relative_absolute_error: 0.9287, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.4862, root_relative_squared_error: 1.3046, run_cpu_time: 0.3574,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.904, f_measure: 0.7498, kappa: 0.6973, kb_relative_information_score: 1968.7375, mean_absolute_error: 0.2344, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.7688, predictive_accuracy: 0.7583, prior_entropy: 2.585, ram_hours: 0, recall: 0.7583, relative_absolute_error: 0.8438, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3259, root_relative_squared_error: 0.8745, run_cpu_time: 0.29,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6098, f_measure: 0.2345, kappa: 0.1975, kb_relative_information_score: 1538.2051, mean_absolute_error: 0.2302, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.2252, predictive_accuracy: 0.3095, prior_entropy: 2.585, ram_hours: 0, recall: 0.3095, relative_absolute_error: 0.8286, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.4798, root_relative_squared_error: 1.2873, run_cpu_time: 0.0923,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0916, kb_relative_information_score: 1032.4993, mean_absolute_error: 0.254, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.0567, predictive_accuracy: 0.2381, prior_entropy: 2.585, ram_hours: 0, recall: 0.2381, relative_absolute_error: 0.9143, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.504, root_relative_squared_error: 1.3522, run_cpu_time: 0.1874,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9046, f_measure: 0.7374, kappa: 0.6779, kb_relative_information_score: 4392.643, mean_absolute_error: 0.0949, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.7567, predictive_accuracy: 0.7418, prior_entropy: 2.585, ram_hours: 0, recall: 0.7418, relative_absolute_error: 0.3415, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2534, root_relative_squared_error: 0.6801, run_cpu_time: 0.1981,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6209, f_measure: 0.2795, kappa: 0.1072, kb_relative_information_score: 1314.8803, mean_absolute_error: 0.248, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.3816, predictive_accuracy: 0.3124, prior_entropy: 2.585, ram_hours: 0, recall: 0.3124, relative_absolute_error: 0.8926, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3532, root_relative_squared_error: 0.9477, run_cpu_time: 0.3254,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.917, f_measure: 0.8012, kappa: 0.7472, kb_relative_information_score: 4976.4792, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8175, predictive_accuracy: 0.7933, prior_entropy: 2.585, ram_hours: 0, recall: 0.7933, relative_absolute_error: 0.2494, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2571, root_relative_squared_error: 0.69, run_cpu_time: 0.5919,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4987, f_measure: 0.1876, kappa: -0.0026, kb_relative_information_score: 674.4288, mean_absolute_error: 0.2708, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.1876, predictive_accuracy: 0.1876, prior_entropy: 2.585, ram_hours: 0, recall: 0.1876, relative_absolute_error: 0.9749, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5204, root_relative_squared_error: 1.3964, run_cpu_time: 0.0978,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.911, f_measure: 0.7228, kappa: 0.658, kb_relative_information_score: 4152.0426, mean_absolute_error: 0.1121, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.752, predictive_accuracy: 0.7272, prior_entropy: 2.585, ram_hours: 0, recall: 0.7272, relative_absolute_error: 0.4036, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2545, root_relative_squared_error: 0.6829, run_cpu_time: 0.15,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9017, f_measure: 0.7146, kappa: 0.6403, kb_relative_information_score: 4217.6147, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.7434, predictive_accuracy: 0.7093, prior_entropy: 2.585, ram_hours: 0, recall: 0.7093, relative_absolute_error: 0.3635, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2772, root_relative_squared_error: 0.7438, run_cpu_time: 0.61,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set satimage
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9251, f_measure: 0.7969, kappa: 0.7446, kb_relative_information_score: 4953.1675, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.2778, number_of_instances: 6430, precision: 0.8092, predictive_accuracy: 0.7916, prior_entropy: 2.585, ram_hours: 0, recall: 0.7916, relative_absolute_error: 0.2668, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2453, root_relative_squared_error: 0.6583, run_cpu_time: 6.24,

    Metric:

    Timeline

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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 satimage (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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