Task
Supervised Data Stream Classification on BNG(lymph,5000,5)

Supervised Data Stream Classification on BNG(lymph,5000,5)

Task 7387 Supervised Data Stream Classification BNG(lymph,5000,5) 28 runs submitted
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Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4862, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 440945.038, mean_absolute_error: 0.2336, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6228, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4733, root_relative_squared_error: 1.0931,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9586, f_measure: 0.8756, kappa: 0.7685, kb_relative_information_score: 819701.0504, mean_absolute_error: 0.085, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8751, predictive_accuracy: 0.8764, prior_entropy: 2, recall: 0.8764, relative_absolute_error: 0.2265, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2139, root_relative_squared_error: 0.4939,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9698, f_measure: 0.9011, kappa: 0.8193, kb_relative_information_score: 829899.5943, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9003, predictive_accuracy: 0.9047, prior_entropy: 2, recall: 0.9047, relative_absolute_error: 0.2252, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1932, root_relative_squared_error: 0.4463,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9543, f_measure: 0.8685, kappa: 0.7633, kb_relative_information_score: 789041.2846, mean_absolute_error: 0.1028, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8678, predictive_accuracy: 0.876, prior_entropy: 2, recall: 0.876, relative_absolute_error: 0.2742, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2178, root_relative_squared_error: 0.503,
Jan van Rijn 9 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7596, f_measure: 0.7204, kappa: 0.4857, kb_relative_information_score: 687594.8727, mean_absolute_error: 0.1305, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7226, predictive_accuracy: 0.7408, prior_entropy: 2, recall: 0.7408, relative_absolute_error: 0.348, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3543, root_relative_squared_error: 0.8181,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.949, f_measure: 0.8881, kappa: 0.7935, kb_relative_information_score: 455930.9743, mean_absolute_error: 0.2629, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.887, predictive_accuracy: 0.8907, prior_entropy: 2, recall: 0.8907, relative_absolute_error: 0.7011, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3252, root_relative_squared_error: 0.7511,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8765, f_measure: 0.7858, kappa: 0.6208, kb_relative_information_score: 678926.7105, mean_absolute_error: 0.1542, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7838, predictive_accuracy: 0.8037, prior_entropy: 2, recall: 0.8037, relative_absolute_error: 0.4112, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2768, root_relative_squared_error: 0.6391,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9634, f_measure: 0.8832, kappa: 0.7838, kb_relative_information_score: 810920.2279, mean_absolute_error: 0.0917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8822, predictive_accuracy: 0.8854, prior_entropy: 2, recall: 0.8854, relative_absolute_error: 0.2445, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2083, root_relative_squared_error: 0.4811,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9663, f_measure: 0.8958, kappa: 0.8096, kb_relative_information_score: 828835.6015, mean_absolute_error: 0.0834, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8949, predictive_accuracy: 0.8996, prior_entropy: 2, recall: 0.8996, relative_absolute_error: 0.2224, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1972, root_relative_squared_error: 0.4554,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8296, f_measure: 0.7849, kappa: 0.6202, kb_relative_information_score: 761548.9692, mean_absolute_error: 0.0996, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7707, predictive_accuracy: 0.803, prior_entropy: 2, recall: 0.803, relative_absolute_error: 0.2657, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.307, root_relative_squared_error: 0.7091,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9703, f_measure: 0.886, kappa: 0.8046, kb_relative_information_score: 829397.7472, mean_absolute_error: 0.0841, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8999, predictive_accuracy: 0.8991, prior_entropy: 2, recall: 0.8991, relative_absolute_error: 0.2243, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1967, root_relative_squared_error: 0.4543,
Jan van Rijn 9 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7904, f_measure: 0.7079, kappa: 0.4543, kb_relative_information_score: 621129.8831, mean_absolute_error: 0.1633, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7222, predictive_accuracy: 0.6966, prior_entropy: 2, recall: 0.6966, relative_absolute_error: 0.4355, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3515, root_relative_squared_error: 0.8118,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8755, f_measure: 0.7833, kappa: 0.5983, kb_relative_information_score: 684712.0614, mean_absolute_error: 0.1479, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7818, predictive_accuracy: 0.7906, prior_entropy: 2, recall: 0.7906, relative_absolute_error: 0.3943, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.281, root_relative_squared_error: 0.6489,
Jan van Rijn 9 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 9 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3829, kappa: 0, kb_relative_information_score: 441638.7296, mean_absolute_error: 0.2678, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.4833, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.7141, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3659, root_relative_squared_error: 0.8451,
Jan van Rijn 9 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.4637, kappa: -0.0012, kb_relative_information_score: 352460.8254, mean_absolute_error: 0.2681, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.4637, predictive_accuracy: 0.4637, prior_entropy: 2, recall: 0.4637, relative_absolute_error: 0.715, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.5178, root_relative_squared_error: 1.1958,
Jan van Rijn 9 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7561, f_measure: 0.6577, kappa: 0.3592, kb_relative_information_score: 552798.878, mean_absolute_error: 0.2057, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6552, predictive_accuracy: 0.6724, prior_entropy: 2, recall: 0.6724, relative_absolute_error: 0.5486, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3336, root_relative_squared_error: 0.7704,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9571, f_measure: 0.8836, kappa: 0.785, kb_relative_information_score: 829490.8922, mean_absolute_error: 0.0806, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8824, predictive_accuracy: 0.8862, prior_entropy: 2, recall: 0.8862, relative_absolute_error: 0.215, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2101, root_relative_squared_error: 0.4853,
Jan van Rijn 9 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8689, f_measure: 0.7658, kappa: 0.5647, kb_relative_information_score: 677240.1839, mean_absolute_error: 0.1488, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7634, predictive_accuracy: 0.7713, prior_entropy: 2, recall: 0.7713, relative_absolute_error: 0.3969, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2894, root_relative_squared_error: 0.6683,
Jan van Rijn 9 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9227, f_measure: 0.8221, kappa: 0.6725, kb_relative_information_score: 616367.6346, mean_absolute_error: 0.192, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8222, predictive_accuracy: 0.8295, prior_entropy: 2, recall: 0.8295, relative_absolute_error: 0.512, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.273, root_relative_squared_error: 0.6305,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9033, f_measure: 0.7967, kappa: 0.6252, kb_relative_information_score: 691399.8959, mean_absolute_error: 0.1489, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7982, predictive_accuracy: 0.8055, prior_entropy: 2, recall: 0.8055, relative_absolute_error: 0.3969, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2655, root_relative_squared_error: 0.6131,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9741, f_measure: 0.9021, kappa: 0.8221, kb_relative_information_score: 836014.2927, mean_absolute_error: 0.0819, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9033, predictive_accuracy: 0.9065, prior_entropy: 2, recall: 0.9065, relative_absolute_error: 0.2183, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.189, root_relative_squared_error: 0.4365,
Jan van Rijn 9 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.97, f_measure: 0.8853, kappa: 0.8033, kb_relative_information_score: 829575.0639, mean_absolute_error: 0.084, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8993, predictive_accuracy: 0.8985, prior_entropy: 2, recall: 0.8985, relative_absolute_error: 0.2239, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1968, root_relative_squared_error: 0.4545,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8689, f_measure: 0.7658, kappa: 0.5647, kb_relative_information_score: 677240.1839, mean_absolute_error: 0.1488, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7634, predictive_accuracy: 0.7713, prior_entropy: 2, recall: 0.7713, relative_absolute_error: 0.3969, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2894, root_relative_squared_error: 0.6683,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 9 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7468, f_measure: 0.6441, kappa: 0.3321, kb_relative_information_score: 538663.7097, mean_absolute_error: 0.2107, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6414, predictive_accuracy: 0.6554, prior_entropy: 2, recall: 0.6554, relative_absolute_error: 0.562, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3379, root_relative_squared_error: 0.7804,

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    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(lymph,5000,5) (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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