Task
Supervised Data Stream Classification on mushroom

Supervised Data Stream Classification on mushroom

Task 2192 Supervised Data Stream Classification mushroom 25 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4063, f_measure: 0.3535, kb_relative_information_score: -504, mean_absolute_error: 0.531, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.2683, predictive_accuracy: 0.518, prior_entropy: 1, ram_hours: 0, recall: 0.518, relative_absolute_error: 1.062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7073, root_relative_squared_error: 1.4146, run_cpu_time: 0.31,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7259, f_measure: 0.7262, kappa: 0.4518, kb_relative_information_score: 3676, mean_absolute_error: 0.2738, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7262, predictive_accuracy: 0.7262, prior_entropy: 1, ram_hours: 0, recall: 0.7262, relative_absolute_error: 0.5475, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5232, root_relative_squared_error: 1.0464, run_cpu_time: 0.0491,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7737, f_measure: 0.6034, kappa: 0.2608, kb_relative_information_score: 1535.8403, mean_absolute_error: 0.4047, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.6923, predictive_accuracy: 0.6382, prior_entropy: 1, ram_hours: 0, recall: 0.6382, relative_absolute_error: 0.8095, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5837, root_relative_squared_error: 1.1673, run_cpu_time: 0.0975,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9844, kappa: 0.9687, kb_relative_information_score: 7839.3509, mean_absolute_error: 0.0179, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9844, predictive_accuracy: 0.9844, prior_entropy: 1, ram_hours: 0, recall: 0.9844, relative_absolute_error: 0.0359, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1164, root_relative_squared_error: 0.2328, run_cpu_time: 0.0928,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4302, f_measure: 0.3944, kappa: 0.0407, kb_relative_information_score: -196, mean_absolute_error: 0.5121, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7555, predictive_accuracy: 0.5369, prior_entropy: 1, ram_hours: 0, recall: 0.5369, relative_absolute_error: 1.0241, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6938, root_relative_squared_error: 1.3875, run_cpu_time: 0.2332,
Joaquin Vanschoren 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9721, f_measure: 0.9262, kappa: 0.8525, kb_relative_information_score: 6310.5962, mean_absolute_error: 0.1207, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9322, predictive_accuracy: 0.9266, prior_entropy: 1, recall: 0.9266, relative_absolute_error: 0.2413, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2472, root_relative_squared_error: 0.4943, run_cpu_time: 0.31,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9968, f_measure: 0.9845, kappa: 0.9689, kb_relative_information_score: 7843.6241, mean_absolute_error: 0.0177, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9849, predictive_accuracy: 0.9845, prior_entropy: 1, recall: 0.9845, relative_absolute_error: 0.0354, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1199, root_relative_squared_error: 0.2399, run_cpu_time: 1.49,
Joaquin Vanschoren 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.9779, kappa: 0.9558, kb_relative_information_score: 7789.2617, mean_absolute_error: 0.0202, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9784, predictive_accuracy: 0.978, prior_entropy: 1, recall: 0.978, relative_absolute_error: 0.0405, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1313, root_relative_squared_error: 0.2625, run_cpu_time: 0.37,
Joaquin Vanschoren 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7857, f_measure: 0.3944, kappa: 0.0407, kb_relative_information_score: 348.3425, mean_absolute_error: 0.468, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7555, predictive_accuracy: 0.5369, prior_entropy: 1, recall: 0.5369, relative_absolute_error: 0.936, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6306, root_relative_squared_error: 1.2612, run_cpu_time: 0.24,
Joaquin Vanschoren 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8266, f_measure: 0.7556, kappa: 0.5107, kb_relative_information_score: 3101.2904, mean_absolute_error: 0.3238, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7575, predictive_accuracy: 0.7564, prior_entropy: 1, recall: 0.7564, relative_absolute_error: 0.6476, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4143, root_relative_squared_error: 0.8286, run_cpu_time: 0.37,
Joaquin Vanschoren 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9979, kappa: 0.9958, kb_relative_information_score: 8090.3955, mean_absolute_error: 0.0021, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9979, predictive_accuracy: 0.9979, prior_entropy: 1, recall: 0.9979, relative_absolute_error: 0.0041, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0435, root_relative_squared_error: 0.0871, run_cpu_time: 1.1,
Joaquin Vanschoren 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.798, f_measure: 0.3534, kappa: -0.0002, kb_relative_information_score: 1347.5227, mean_absolute_error: 0.4164, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.2683, predictive_accuracy: 0.5178, prior_entropy: 1, recall: 0.5178, relative_absolute_error: 0.8327, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0001, run_cpu_time: 0.1,
Joaquin Vanschoren 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3535, kb_relative_information_score: 292, mean_absolute_error: 0.482, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.2683, predictive_accuracy: 0.518, prior_entropy: 1, recall: 0.518, relative_absolute_error: 0.9641, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6943, root_relative_squared_error: 1.3886, run_cpu_time: 0.16,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9702, f_measure: 0.972, kappa: 0.9439, kb_relative_information_score: 7581.5091, mean_absolute_error: 0.0349, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9731, predictive_accuracy: 0.9721, prior_entropy: 1, recall: 0.9721, relative_absolute_error: 0.0698, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1676, root_relative_squared_error: 0.3353, run_cpu_time: 1.52,
Joaquin Vanschoren 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9967, kappa: 0.9933, kb_relative_information_score: 7891.9663, mean_absolute_error: 0.0172, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9967, predictive_accuracy: 0.9967, prior_entropy: 1, recall: 0.9967, relative_absolute_error: 0.0344, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0695, root_relative_squared_error: 0.139, run_cpu_time: 1.36,
Joaquin Vanschoren 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.863, f_measure: 0.8639, kappa: 0.7273, kb_relative_information_score: 5916, mean_absolute_error: 0.1359, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.8649, predictive_accuracy: 0.8641, prior_entropy: 1, recall: 0.8641, relative_absolute_error: 0.2718, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3686, root_relative_squared_error: 0.7373, run_cpu_time: 0.19,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9844, kappa: 0.9687, kb_relative_information_score: 7857.792, mean_absolute_error: 0.0166, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9847, predictive_accuracy: 0.9844, prior_entropy: 1, ram_hours: 0, recall: 0.9844, relative_absolute_error: 0.0332, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1226, root_relative_squared_error: 0.2451, run_cpu_time: 0.0908,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9844, kappa: 0.9687, kb_relative_information_score: 7857.792, mean_absolute_error: 0.0166, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9847, predictive_accuracy: 0.9844, prior_entropy: 1, ram_hours: 0, recall: 0.9844, relative_absolute_error: 0.0332, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1226, root_relative_squared_error: 0.2451, run_cpu_time: 0.0864,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9848, kappa: 0.9697, kb_relative_information_score: 7869.4515, mean_absolute_error: 0.0161, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9852, predictive_accuracy: 0.9849, prior_entropy: 1, ram_hours: 0, recall: 0.9849, relative_absolute_error: 0.0322, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1009, root_relative_squared_error: 0.2017, run_cpu_time: 0.5613,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4302, f_measure: 0.3944, kappa: 0.0407, kb_relative_information_score: -196, mean_absolute_error: 0.5121, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7555, predictive_accuracy: 0.5369, prior_entropy: 1, ram_hours: 0, recall: 0.5369, relative_absolute_error: 1.0241, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6938, root_relative_squared_error: 1.3875, run_cpu_time: 0.053,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3535, kb_relative_information_score: 292, mean_absolute_error: 0.482, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.2683, predictive_accuracy: 0.518, prior_entropy: 1, ram_hours: 0, recall: 0.518, relative_absolute_error: 0.9641, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6943, root_relative_squared_error: 1.3886, run_cpu_time: 0.08,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8951, f_measure: 0.8954, kappa: 0.7904, kb_relative_information_score: 6424, mean_absolute_error: 0.1046, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.8954, predictive_accuracy: 0.8954, prior_entropy: 1, ram_hours: 0, recall: 0.8954, relative_absolute_error: 0.2093, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3235, root_relative_squared_error: 0.6469, run_cpu_time: 0.07,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9903, kappa: 0.9805, kb_relative_information_score: 7942.7569, mean_absolute_error: 0.0114, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9903, predictive_accuracy: 0.9903, prior_entropy: 1, ram_hours: 0, recall: 0.9903, relative_absolute_error: 0.0227, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0834, root_relative_squared_error: 0.1668, run_cpu_time: 65.16,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.623, f_measure: 0.3944, kappa: 0.0407, kb_relative_information_score: 1126.8025, mean_absolute_error: 0.4223, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.7555, predictive_accuracy: 0.5369, prior_entropy: 1, ram_hours: 0, recall: 0.5369, relative_absolute_error: 0.8447, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5796, root_relative_squared_error: 1.1591, run_cpu_time: 0.11,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set mushroom
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9902, kappa: 0.9803, kb_relative_information_score: 7946.1821, mean_absolute_error: 0.0111, mean_prior_absolute_error: 0.5, number_of_instances: 8124, precision: 0.9902, predictive_accuracy: 0.9902, prior_entropy: 1, ram_hours: 0, recall: 0.9902, relative_absolute_error: 0.0222, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0831, root_relative_squared_error: 0.1663, run_cpu_time: 3.27,

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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 mushroom (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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