Task
Supervised Data Stream Classification on solar-flare

Supervised Data Stream Classification on solar-flare

Task 2241 Supervised Data Stream Classification solar-flare 24 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4618, f_measure: 0.9924, kappa: 0.1966, kb_relative_information_score: 1053.6864, mean_absolute_error: 0.006, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9923, predictive_accuracy: 0.9925, prior_entropy: 1.585, recall: 0.9925, relative_absolute_error: 0.0136, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0679, root_relative_squared_error: 0.144, run_cpu_time: 0.16,
Joaquin Vanschoren 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6844, f_measure: 0.993, kb_relative_information_score: 1056.782, mean_absolute_error: 0.0047, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.0105, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1185, run_cpu_time: 0.48,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6589, f_measure: 0.9925, kappa: -0.0014, kb_relative_information_score: 1053.6836, mean_absolute_error: 0.0064, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9944, prior_entropy: 1.585, recall: 0.9944, relative_absolute_error: 0.0144, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0589, root_relative_squared_error: 0.1249, run_cpu_time: 0.07,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5311, f_measure: 0.993, kb_relative_information_score: 65.6986, mean_absolute_error: 0.4171, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.9386, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9686, run_cpu_time: 0.04,
Joaquin Vanschoren 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5335, f_measure: 0.993, kb_relative_information_score: 1057.3771, mean_absolute_error: 0.0043, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.0098, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1185, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6543, f_measure: 0.9918, kappa: 0.178, kb_relative_information_score: 1044.694, mean_absolute_error: 0.0112, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9922, predictive_accuracy: 0.9916, prior_entropy: 1.585, recall: 0.9916, relative_absolute_error: 0.0252, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0729, root_relative_squared_error: 0.1546, run_cpu_time: 0.13,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5311, f_measure: 0.993, kb_relative_information_score: 66, mean_absolute_error: 0.4169, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.9381, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9685, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.635, f_measure: 0.9925, kappa: -0.0014, kb_relative_information_score: 1056.5935, mean_absolute_error: 0.0046, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9944, prior_entropy: 1.585, recall: 0.9944, relative_absolute_error: 0.0103, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0567, root_relative_squared_error: 0.1203, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8176, f_measure: 0.9691, kappa: 0.0882, kb_relative_information_score: 985.369, mean_absolute_error: 0.0381, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9945, predictive_accuracy: 0.9465, prior_entropy: 1.585, recall: 0.9465, relative_absolute_error: 0.0856, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.1627, root_relative_squared_error: 0.3452, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.993, kb_relative_information_score: 1059.1546, mean_absolute_error: 0.0031, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.007, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1186, run_cpu_time: 0.03,
Joaquin Vanschoren 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.993, kb_relative_information_score: 1059.1546, mean_absolute_error: 0.0031, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.007, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1186, run_cpu_time: 0.05,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6545, f_measure: 0.9918, kappa: 0.178, kb_relative_information_score: 1046.4373, mean_absolute_error: 0.0102, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9922, predictive_accuracy: 0.9916, prior_entropy: 1.585, recall: 0.9916, relative_absolute_error: 0.023, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.071, root_relative_squared_error: 0.1506, run_cpu_time: 0.43,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5311, f_measure: 0.993, kb_relative_information_score: 41.6414, mean_absolute_error: 0.4307, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.969, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4616, root_relative_squared_error: 0.9791, run_cpu_time: 0.53,
Joaquin Vanschoren 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4976, f_measure: 0.9906, kappa: -0.004, kb_relative_information_score: 1052.3093, mean_absolute_error: 0.0063, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9906, prior_entropy: 1.585, recall: 0.9906, relative_absolute_error: 0.0141, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0791, root_relative_squared_error: 0.1678, run_cpu_time: 0.01,
Joaquin Vanschoren 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5401, f_measure: 0.992, kappa: -0.0024, kb_relative_information_score: 1053.8461, mean_absolute_error: 0.006, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9934, prior_entropy: 1.585, recall: 0.9934, relative_absolute_error: 0.0136, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0671, root_relative_squared_error: 0.1424, run_cpu_time: 0.02,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5311, f_measure: 0.993, kb_relative_information_score: 65.6986, mean_absolute_error: 0.4171, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.9386, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9686, run_cpu_time: 0.04,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5401, f_measure: 0.992, kappa: -0.0024, kb_relative_information_score: 1053.8461, mean_absolute_error: 0.006, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9934, prior_entropy: 1.585, ram_hours: 0, recall: 0.9934, relative_absolute_error: 0.0136, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0671, root_relative_squared_error: 0.1424, run_cpu_time: 0.02,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5302, f_measure: 0.9925, kappa: -0.0014, kb_relative_information_score: 64.312, mean_absolute_error: 0.4177, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9944, prior_entropy: 1.585, recall: 0.9944, relative_absolute_error: 0.9399, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4573, root_relative_squared_error: 0.97, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5335, f_measure: 0.993, kb_relative_information_score: 1057.3771, mean_absolute_error: 0.0043, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, ram_hours: 0, recall: 0.9953, relative_absolute_error: 0.0098, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1185, run_cpu_time: 0.0207,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5311, f_measure: 0.993, kb_relative_information_score: 66, mean_absolute_error: 0.4169, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, ram_hours: 0, recall: 0.9953, relative_absolute_error: 0.9381, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9685, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.993, kb_relative_information_score: 1059.1546, mean_absolute_error: 0.0031, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, ram_hours: 0, recall: 0.9953, relative_absolute_error: 0.007, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1186, run_cpu_time: 0.01,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6841, f_measure: 0.993, kb_relative_information_score: 1056.7755, mean_absolute_error: 0.0047, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, ram_hours: 0, recall: 0.9953, relative_absolute_error: 0.0105, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1185, run_cpu_time: 2.5724,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6589, f_measure: 0.9925, kappa: -0.0014, kb_relative_information_score: 1053.6836, mean_absolute_error: 0.0064, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9944, prior_entropy: 1.585, ram_hours: 0, recall: 0.9944, relative_absolute_error: 0.0144, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0589, root_relative_squared_error: 0.1249, run_cpu_time: 0.07,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set solar-flare
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.993, kb_relative_information_score: 1059.1546, mean_absolute_error: 0.0031, mean_prior_absolute_error: 0.4444, number_of_instances: 1066, precision: 0.9906, predictive_accuracy: 0.9953, prior_entropy: 1.585, recall: 0.9953, relative_absolute_error: 0.007, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.0559, root_relative_squared_error: 0.1186,

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    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 solar-flare (2)
    target_feature X-class_flares_production_by_this_region

    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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