Task
Supervised Data Stream Classification on BNG(breast-w)

Supervised Data Stream Classification on BNG(breast-w)

Task 2252 Supervised Data Stream Classification BNG(breast-w) 25 runs submitted
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Joaquin Vanschoren 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9819, f_measure: 0.9553, kappa: 0.9024, kb_relative_information_score: 35788.7122, mean_absolute_error: 0.0455, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9583, predictive_accuracy: 0.9549, prior_entropy: 1, recall: 0.9549, relative_absolute_error: 0.091, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2064, root_relative_squared_error: 0.4129, run_cpu_time: 0.67,
Joaquin Vanschoren 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5196, kb_relative_information_score: 12274, mean_absolute_error: 0.3441, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.4302, predictive_accuracy: 0.6559, prior_entropy: 1, ram_hours: 0, recall: 0.6559, relative_absolute_error: 0.6882, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5866, root_relative_squared_error: 1.1732, run_cpu_time: 1.25,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8975, f_measure: 0.9049, kappa: 0.7879, kb_relative_information_score: 31604, mean_absolute_error: 0.0986, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9051, predictive_accuracy: 0.9057, prior_entropy: 1, recall: 0.9057, relative_absolute_error: 0.1972, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3037, root_relative_squared_error: 0.6074, run_cpu_time: 0.35,
Joaquin Vanschoren 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.9797, kappa: 0.9551, kb_relative_information_score: 36849.9367, mean_absolute_error: 0.0353, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9798, predictive_accuracy: 0.9796, prior_entropy: 1, ram_hours: 0, recall: 0.9796, relative_absolute_error: 0.0705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1244, root_relative_squared_error: 0.2487, run_cpu_time: 5.04,
Joaquin Vanschoren 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9957, f_measure: 0.9789, kappa: 0.9532, kb_relative_information_score: 33052.2237, mean_absolute_error: 0.095, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9789, predictive_accuracy: 0.9788, prior_entropy: 1, ram_hours: 0, recall: 0.9788, relative_absolute_error: 0.19, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1595, root_relative_squared_error: 0.319, run_cpu_time: 4.04,
Joaquin Vanschoren 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4946, f_measure: 0.5196, kappa: -0.0001, kb_relative_information_score: 4823.2264, mean_absolute_error: 0.4512, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.499, predictive_accuracy: 0.6558, prior_entropy: 1, recall: 0.6558, relative_absolute_error: 0.9024, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4752, root_relative_squared_error: 0.9503, run_cpu_time: 0.42,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9845, f_measure: 0.9699, kappa: 0.9333, kb_relative_information_score: 36463.6385, mean_absolute_error: 0.0391, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9699, predictive_accuracy: 0.9698, prior_entropy: 1, recall: 0.9698, relative_absolute_error: 0.0782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1623, root_relative_squared_error: 0.3246, run_cpu_time: 0.76,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.5196, kb_relative_information_score: 11940, mean_absolute_error: 0.3483, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.4302, predictive_accuracy: 0.6559, prior_entropy: 1, ram_hours: 0, recall: 0.6559, relative_absolute_error: 0.6967, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5848, root_relative_squared_error: 1.1696, run_cpu_time: 1.11,
Joaquin Vanschoren 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9849, f_measure: 0.9711, kappa: 0.9362, kb_relative_information_score: 36508.6895, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9713, predictive_accuracy: 0.971, prior_entropy: 1, recall: 0.971, relative_absolute_error: 0.0774, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1604, root_relative_squared_error: 0.3207, run_cpu_time: 1.31,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.97, kappa: 0.9335, kb_relative_information_score: 36674, mean_absolute_error: 0.0342, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.97, predictive_accuracy: 0.9701, prior_entropy: 1, recall: 0.9701, relative_absolute_error: 0.0684, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1669, root_relative_squared_error: 0.3337, run_cpu_time: 0.39,
Joaquin Vanschoren 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9845, f_measure: 0.9699, kappa: 0.9333, kb_relative_information_score: 36463.6385, mean_absolute_error: 0.0391, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9699, predictive_accuracy: 0.9698, prior_entropy: 1, recall: 0.9698, relative_absolute_error: 0.0782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1623, root_relative_squared_error: 0.3246, run_cpu_time: 0.54,
Joaquin Vanschoren 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5196, kb_relative_information_score: 12274, mean_absolute_error: 0.3441, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.4302, predictive_accuracy: 0.6559, prior_entropy: 1, recall: 0.6559, relative_absolute_error: 0.6882, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5866, root_relative_squared_error: 1.1732, run_cpu_time: 0.51,
Joaquin Vanschoren 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9683, f_measure: 0.9489, kappa: 0.8871, kb_relative_information_score: 34189.4613, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9493, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1385, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2086, root_relative_squared_error: 0.4172, run_cpu_time: 1.29,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8635, f_measure: 0.8719, kappa: 0.7181, kb_relative_information_score: 29224, mean_absolute_error: 0.1288, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.8733, predictive_accuracy: 0.8712, prior_entropy: 1, ram_hours: 0, recall: 0.8712, relative_absolute_error: 0.2576, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3589, root_relative_squared_error: 0.7178, run_cpu_time: 0.27,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9797, f_measure: 0.9489, kappa: 0.8873, kb_relative_information_score: 33808.4562, mean_absolute_error: 0.0756, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9495, predictive_accuracy: 0.9487, prior_entropy: 1, ram_hours: 0, recall: 0.9487, relative_absolute_error: 0.1512, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2035, root_relative_squared_error: 0.407, run_cpu_time: 0.61,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9761, kappa: 0.9473, kb_relative_information_score: 36583.4409, mean_absolute_error: 0.0386, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9763, predictive_accuracy: 0.9761, prior_entropy: 1, ram_hours: 0, recall: 0.9761, relative_absolute_error: 0.0772, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1365, root_relative_squared_error: 0.273, run_cpu_time: 2.82,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9628, f_measure: 0.9555, kappa: 0.9013, kb_relative_information_score: 34977.0911, mean_absolute_error: 0.0583, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9555, predictive_accuracy: 0.9556, prior_entropy: 1, ram_hours: 0, recall: 0.9556, relative_absolute_error: 0.1166, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2021, root_relative_squared_error: 0.4042, run_cpu_time: 0.3505,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9787, kappa: 0.9529, kb_relative_information_score: 30782.4024, mean_absolute_error: 0.1309, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9787, predictive_accuracy: 0.9787, prior_entropy: 1, ram_hours: 0, recall: 0.9787, relative_absolute_error: 0.2619, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1779, root_relative_squared_error: 0.3559, run_cpu_time: 2.0742,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9788, f_measure: 0.9467, kappa: 0.8832, kb_relative_information_score: 34760.2089, mean_absolute_error: 0.0586, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9488, predictive_accuracy: 0.9462, prior_entropy: 1, ram_hours: 0, recall: 0.9462, relative_absolute_error: 0.1172, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2228, root_relative_squared_error: 0.4456, run_cpu_time: 0.54,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9729, kappa: 0.94, kb_relative_information_score: 36501.8728, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9729, predictive_accuracy: 0.973, prior_entropy: 1, ram_hours: 0, recall: 0.973, relative_absolute_error: 0.0775, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1427, root_relative_squared_error: 0.2855, run_cpu_time: 9.21,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.955, f_measure: 0.9591, kappa: 0.9094, kb_relative_information_score: 36144, mean_absolute_error: 0.0409, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9591, predictive_accuracy: 0.9591, prior_entropy: 1, ram_hours: 0, recall: 0.9591, relative_absolute_error: 0.0818, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2023, root_relative_squared_error: 0.4046, run_cpu_time: 0.1557,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9719, f_measure: 0.9026, kappa: 0.7826, kb_relative_information_score: 30192.0728, mean_absolute_error: 0.1216, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9029, predictive_accuracy: 0.9035, prior_entropy: 1, ram_hours: 0, recall: 0.9035, relative_absolute_error: 0.2432, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2472, root_relative_squared_error: 0.4944, run_cpu_time: 2.65,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9762, kappa: 0.9474, kb_relative_information_score: 36621.8666, mean_absolute_error: 0.0379, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9763, predictive_accuracy: 0.9762, prior_entropy: 1, ram_hours: 0, recall: 0.9762, relative_absolute_error: 0.0759, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.2745, run_cpu_time: 2.62,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5011, f_measure: 0.5496, kappa: 0.0023, kb_relative_information_score: 3908, mean_absolute_error: 0.4504, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.5496, predictive_accuracy: 0.5496, prior_entropy: 1, ram_hours: 0, recall: 0.5496, relative_absolute_error: 0.9007, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6711, root_relative_squared_error: 1.3422, run_cpu_time: 0.18,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(breast-w)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9729, kappa: 0.9399, kb_relative_information_score: 36501.8, mean_absolute_error: 0.0388, mean_prior_absolute_error: 0.5, number_of_instances: 39366, precision: 0.9729, predictive_accuracy: 0.9729, prior_entropy: 1, ram_hours: 0, recall: 0.9729, relative_absolute_error: 0.0775, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1427, root_relative_squared_error: 0.2853, run_cpu_time: 205.02,

    Metric:

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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 BNG(breast-w) (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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