Task
Supervised Data Stream Classification on BNG(kr-vs-kp,1000,10)

Supervised Data Stream Classification on BNG(kr-vs-kp,1000,10)

Task 7349 Supervised Data Stream Classification BNG(kr-vs-kp,1000,10) 28 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8931, f_measure: 0.8136, kappa: 0.6265, kb_relative_information_score: 494083.3824, mean_absolute_error: 0.2669, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8136, predictive_accuracy: 0.8136, prior_entropy: 1, recall: 0.8136, relative_absolute_error: 0.5339, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3631, root_relative_squared_error: 0.7261,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7784, f_measure: 0.7399, kappa: 0.4786, kb_relative_information_score: 474889.7098, mean_absolute_error: 0.263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7399, predictive_accuracy: 0.7401, prior_entropy: 1, recall: 0.7401, relative_absolute_error: 0.526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4926, root_relative_squared_error: 0.9853,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7615, f_measure: 0.6981, kappa: 0.3949, kb_relative_information_score: 219666.3057, mean_absolute_error: 0.4031, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6981, predictive_accuracy: 0.6981, prior_entropy: 1, recall: 0.6981, relative_absolute_error: 0.8062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4446, root_relative_squared_error: 0.8892,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.659, f_measure: 0.6117, kappa: 0.2216, kb_relative_information_score: 199016.541, mean_absolute_error: 0.4035, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6116, predictive_accuracy: 0.6121, prior_entropy: 1, recall: 0.6121, relative_absolute_error: 0.807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5335, root_relative_squared_error: 1.0671,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9141, f_measure: 0.8499, kappa: 0.6992, kb_relative_information_score: 583556.7254, mean_absolute_error: 0.2217, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.85, predictive_accuracy: 0.85, prior_entropy: 1, recall: 0.85, relative_absolute_error: 0.4434, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3381, root_relative_squared_error: 0.6762,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9724, f_measure: 0.9142, kappa: 0.8281, kb_relative_information_score: 446181.811, mean_absolute_error: 0.307, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9142, predictive_accuracy: 0.9142, prior_entropy: 1, recall: 0.9142, relative_absolute_error: 0.614, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3341, root_relative_squared_error: 0.6682,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6927, f_measure: 0.6936, kappa: 0.3857, kb_relative_information_score: 388541.25, mean_absolute_error: 0.3057, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6941, predictive_accuracy: 0.6943, prior_entropy: 1, recall: 0.6943, relative_absolute_error: 0.6115, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5527, root_relative_squared_error: 1.1054,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.957, f_measure: 0.8935, kappa: 0.7866, kb_relative_information_score: 642214.9731, mean_absolute_error: 0.1948, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8935, predictive_accuracy: 0.8935, prior_entropy: 1, recall: 0.8935, relative_absolute_error: 0.3897, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2874, root_relative_squared_error: 0.5747,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9018, f_measure: 0.8249, kappa: 0.649, kb_relative_information_score: 575337.628, mean_absolute_error: 0.2211, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.825, predictive_accuracy: 0.825, prior_entropy: 1, recall: 0.825, relative_absolute_error: 0.4422, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3579, root_relative_squared_error: 0.7158,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4978, f_measure: 0.3579, kappa: -0, kb_relative_information_score: 2705.17, mean_absolute_error: 0.499, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4698, predictive_accuracy: 0.5219, prior_entropy: 1, recall: 0.5219, relative_absolute_error: 0.9981, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4995, root_relative_squared_error: 0.9991,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.5005, kappa: -0.0009, kb_relative_information_score: 1048, mean_absolute_error: 0.4995, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5005, predictive_accuracy: 0.5005, prior_entropy: 1, recall: 0.5005, relative_absolute_error: 0.999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7067, root_relative_squared_error: 1.4135,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7383, f_measure: 0.6739, kappa: 0.3462, kb_relative_information_score: 233779.0783, mean_absolute_error: 0.393, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6742, predictive_accuracy: 0.6745, prior_entropy: 1, recall: 0.6745, relative_absolute_error: 0.7861, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4564, root_relative_squared_error: 0.9127,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8714, f_measure: 0.8217, kappa: 0.6427, kb_relative_information_score: 619542.5916, mean_absolute_error: 0.193, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8217, predictive_accuracy: 0.8218, prior_entropy: 1, recall: 0.8218, relative_absolute_error: 0.386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3866, root_relative_squared_error: 0.7732,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7192, f_measure: 0.6666, kappa: 0.3318, kb_relative_information_score: 152543.2976, mean_absolute_error: 0.4358, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6675, predictive_accuracy: 0.6676, prior_entropy: 1, recall: 0.6676, relative_absolute_error: 0.8715, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4631, root_relative_squared_error: 0.9262,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9431, f_measure: 0.8779, kappa: 0.7554, kb_relative_information_score: 691991.1158, mean_absolute_error: 0.162, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8779, predictive_accuracy: 0.8779, prior_entropy: 1, recall: 0.8779, relative_absolute_error: 0.324, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3034, root_relative_squared_error: 0.6069,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9663, f_measure: 0.9076, kappa: 0.8149, kb_relative_information_score: 688330.984, mean_absolute_error: 0.1699, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9081, predictive_accuracy: 0.9075, prior_entropy: 1, recall: 0.9075, relative_absolute_error: 0.3398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2691, root_relative_squared_error: 0.5382,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8827, f_measure: 0.8004, kappa: 0.5998, kb_relative_information_score: 482636.8266, mean_absolute_error: 0.2715, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8004, predictive_accuracy: 0.8005, prior_entropy: 1, recall: 0.8005, relative_absolute_error: 0.5431, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.7451,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7748, f_measure: 0.7225, kappa: 0.4436, kb_relative_information_score: 390886.1556, mean_absolute_error: 0.3101, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.723, predictive_accuracy: 0.723, prior_entropy: 1, recall: 0.723, relative_absolute_error: 0.6202, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4612, root_relative_squared_error: 0.9224,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7986, f_measure: 0.7992, kappa: 0.5976, kb_relative_information_score: 598602, mean_absolute_error: 0.2007, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7992, predictive_accuracy: 0.7993, prior_entropy: 1, recall: 0.7993, relative_absolute_error: 0.4014, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.448, root_relative_squared_error: 0.896,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7266, f_measure: 0.6724, kappa: 0.3535, kb_relative_information_score: 333749.0484, mean_absolute_error: 0.3365, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6943, predictive_accuracy: 0.6815, prior_entropy: 1, recall: 0.6815, relative_absolute_error: 0.6729, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5085, root_relative_squared_error: 1.017,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9543, f_measure: 0.882, kappa: 0.7635, kb_relative_information_score: 568873.6365, mean_absolute_error: 0.2344, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8829, predictive_accuracy: 0.8822, prior_entropy: 1, recall: 0.8822, relative_absolute_error: 0.4688, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3083, root_relative_squared_error: 0.6167,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9563, f_measure: 0.9012, kappa: 0.802, kb_relative_information_score: 692122.6547, mean_absolute_error: 0.1661, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9012, predictive_accuracy: 0.9012, prior_entropy: 1, recall: 0.9012, relative_absolute_error: 0.3322, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2774, root_relative_squared_error: 0.5548,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9351, f_measure: 0.8596, kappa: 0.7186, kb_relative_information_score: 580232.8377, mean_absolute_error: 0.2253, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8596, predictive_accuracy: 0.8597, prior_entropy: 1, recall: 0.8597, relative_absolute_error: 0.4506, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3199, root_relative_squared_error: 0.6397,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9841, f_measure: 0.9382, kappa: 0.8761, kb_relative_information_score: 743250.9725, mean_absolute_error: 0.1438, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9382, predictive_accuracy: 0.9382, prior_entropy: 1, recall: 0.9382, relative_absolute_error: 0.2875, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2291, root_relative_squared_error: 0.4582,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9542, f_measure: 0.8813, kappa: 0.762, kb_relative_information_score: 569831.1849, mean_absolute_error: 0.2338, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8825, predictive_accuracy: 0.8815, prior_entropy: 1, recall: 0.8815, relative_absolute_error: 0.4676, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3082, root_relative_squared_error: 0.6164,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9018, f_measure: 0.8249, kappa: 0.649, kb_relative_information_score: 575337.628, mean_absolute_error: 0.2211, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.825, predictive_accuracy: 0.825, prior_entropy: 1, recall: 0.825, relative_absolute_error: 0.4422, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3579, root_relative_squared_error: 0.7158,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6776, f_measure: 0.6789, kappa: 0.3564, kb_relative_information_score: 359788, mean_absolute_error: 0.3201, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6799, predictive_accuracy: 0.6799, prior_entropy: 1, recall: 0.6799, relative_absolute_error: 0.6402, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5658, root_relative_squared_error: 1.1316,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6828, f_measure: 0.6216, kappa: 0.2445, kb_relative_information_score: 162968.7735, mean_absolute_error: 0.4262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6267, predictive_accuracy: 0.6258, prior_entropy: 1, recall: 0.6258, relative_absolute_error: 0.8523, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4776, root_relative_squared_error: 0.9552,

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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 BNG(kr-vs-kp,1000,10) (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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