Task
Supervised Data Stream Classification on dermatology

Supervised Data Stream Classification on dermatology

Task 2203 Supervised Data Stream Classification dermatology 25 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4631, f_measure: 0.1395, kappa: -0.0421, kb_relative_information_score: 43.1663, mean_absolute_error: 0.2683, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0996, predictive_accuracy: 0.2596, prior_entropy: 2.585, recall: 0.2596, relative_absolute_error: 0.966, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3695, root_relative_squared_error: 0.9914, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, kb_relative_information_score: 86.1541, mean_absolute_error: 0.2313, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 0.8328, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.481, root_relative_squared_error: 1.2906, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9748, f_measure: 0.8888, kappa: 0.8564, kb_relative_information_score: 317.0698, mean_absolute_error: 0.049, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.8972, predictive_accuracy: 0.8852, prior_entropy: 2.585, recall: 0.8852, relative_absolute_error: 0.1764, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1609, root_relative_squared_error: 0.4317, run_cpu_time: 0.52,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9769, f_measure: 0.9295, kappa: 0.9108, kb_relative_information_score: 339.1647, mean_absolute_error: 0.0239, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9313, predictive_accuracy: 0.929, prior_entropy: 2.585, ram_hours: 0, recall: 0.929, relative_absolute_error: 0.0862, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1377, root_relative_squared_error: 0.3695, run_cpu_time: 0.2,
Joaquin Vanschoren 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4631, f_measure: 0.1395, kappa: -0.0421, kb_relative_information_score: 43.1663, mean_absolute_error: 0.2683, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0996, predictive_accuracy: 0.2596, prior_entropy: 2.585, recall: 0.2596, relative_absolute_error: 0.966, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3695, root_relative_squared_error: 0.9914, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6378, f_measure: 0.4208, kappa: 0.2749, kb_relative_information_score: 132.4278, mean_absolute_error: 0.1931, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.4208, predictive_accuracy: 0.4208, prior_entropy: 2.585, recall: 0.4208, relative_absolute_error: 0.6951, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.4394, root_relative_squared_error: 1.1791, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.956, f_measure: 0.893, kappa: 0.8629, kb_relative_information_score: 313.0073, mean_absolute_error: 0.0542, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9024, predictive_accuracy: 0.8907, prior_entropy: 2.585, recall: 0.8907, relative_absolute_error: 0.1951, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.174, root_relative_squared_error: 0.467, run_cpu_time: 0.32,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.954, f_measure: 0.893, kappa: 0.8629, kb_relative_information_score: 312.044, mean_absolute_error: 0.0556, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9024, predictive_accuracy: 0.8907, prior_entropy: 2.585, recall: 0.8907, relative_absolute_error: 0.2001, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1743, root_relative_squared_error: 0.4676, run_cpu_time: 0.31,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9759, f_measure: 0.9267, kappa: 0.9075, kb_relative_information_score: 334.7816, mean_absolute_error: 0.0287, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9291, predictive_accuracy: 0.9262, prior_entropy: 2.585, recall: 0.9262, relative_absolute_error: 0.1035, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1404, root_relative_squared_error: 0.3769, run_cpu_time: 0.07,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9803, f_measure: 0.8639, kappa: 0.828, kb_relative_information_score: 293.2251, mean_absolute_error: 0.0784, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.8882, predictive_accuracy: 0.8634, prior_entropy: 2.585, recall: 0.8634, relative_absolute_error: 0.2823, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1856, root_relative_squared_error: 0.498, run_cpu_time: 1.35,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.02,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9714, f_measure: 0.9103, kappa: 0.8838, kb_relative_information_score: 326.5331, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9219, predictive_accuracy: 0.9071, prior_entropy: 2.585, ram_hours: 0, recall: 0.9071, relative_absolute_error: 0.134, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1617, root_relative_squared_error: 0.4338, run_cpu_time: 0.0152,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, kb_relative_information_score: 86.1541, mean_absolute_error: 0.2313, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 0.8328, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.481, root_relative_squared_error: 1.2906, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5131, f_measure: 0.0967, kappa: 0.0228, kb_relative_information_score: 39.8803, mean_absolute_error: 0.2696, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.2325, predictive_accuracy: 0.1913, prior_entropy: 2.585, recall: 0.1913, relative_absolute_error: 0.9705, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5192, root_relative_squared_error: 1.3932,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.09,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, ram_hours: 0, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.0078,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1434, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.0936, predictive_accuracy: 0.306, prior_entropy: 2.585, recall: 0.306, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3727, root_relative_squared_error: 1, run_cpu_time: 0.02,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9803, f_measure: 0.8639, kappa: 0.828, kb_relative_information_score: 293.3537, mean_absolute_error: 0.0783, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.8882, predictive_accuracy: 0.8634, prior_entropy: 2.585, ram_hours: 0, recall: 0.8634, relative_absolute_error: 0.2818, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.4976, run_cpu_time: 0.0598,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8321, f_measure: 0.5095, kappa: 0.4135, kb_relative_information_score: 172.4381, mean_absolute_error: 0.1796, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.5204, predictive_accuracy: 0.5383, prior_entropy: 2.585, ram_hours: 0, recall: 0.5383, relative_absolute_error: 0.6464, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3115, root_relative_squared_error: 0.8359, run_cpu_time: 0.0079,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9748, f_measure: 0.8888, kappa: 0.8564, kb_relative_information_score: 317.0698, mean_absolute_error: 0.049, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.8972, predictive_accuracy: 0.8852, prior_entropy: 2.585, ram_hours: 0, recall: 0.8852, relative_absolute_error: 0.1764, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1609, root_relative_squared_error: 0.4317, run_cpu_time: 0.1075,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5426, f_measure: 0.1974, kappa: 0.074, kb_relative_information_score: 69.6277, mean_absolute_error: 0.245, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.1862, predictive_accuracy: 0.265, prior_entropy: 2.585, recall: 0.265, relative_absolute_error: 0.882, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.495, root_relative_squared_error: 1.3281,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9714, f_measure: 0.9103, kappa: 0.8838, kb_relative_information_score: 326.5331, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9219, predictive_accuracy: 0.9071, prior_entropy: 2.585, ram_hours: 0, recall: 0.9071, relative_absolute_error: 0.134, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1617, root_relative_squared_error: 0.4338, run_cpu_time: 0.0161,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set dermatology
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9714, f_measure: 0.9103, kappa: 0.8838, kb_relative_information_score: 326.5331, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.2778, number_of_instances: 366, precision: 0.9219, predictive_accuracy: 0.9071, prior_entropy: 2.585, ram_hours: 0, recall: 0.9071, relative_absolute_error: 0.134, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1617, root_relative_squared_error: 0.4338, run_cpu_time: 0.02,

    Metric:

    Timeline

    Plotting contribution timeline

    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 dermatology (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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