Task
Supervised Data Stream Classification on BNG(lymph,10000,10)

Supervised Data Stream Classification on BNG(lymph,10000,10)

Task 7391 Supervised Data Stream Classification BNG(lymph,10000,10) 28 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9568, f_measure: 0.8746, kappa: 0.7664, kb_relative_information_score: 812756.4483, mean_absolute_error: 0.0889, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8742, predictive_accuracy: 0.8752, prior_entropy: 2, recall: 0.8752, relative_absolute_error: 0.237, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2159, root_relative_squared_error: 0.4987,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9568, f_measure: 0.8746, kappa: 0.7664, kb_relative_information_score: 812756.4483, mean_absolute_error: 0.0889, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8742, predictive_accuracy: 0.8752, prior_entropy: 2, recall: 0.8752, relative_absolute_error: 0.237, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2159, root_relative_squared_error: 0.4987,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4877, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 440966.4524, mean_absolute_error: 0.2335, 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 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9496, f_measure: 0.8888, kappa: 0.7947, kb_relative_information_score: 456349.5307, mean_absolute_error: 0.2628, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8877, predictive_accuracy: 0.8913, prior_entropy: 2, recall: 0.8913, relative_absolute_error: 0.7008, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3249, root_relative_squared_error: 0.7504,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9714, f_measure: 0.9036, kappa: 0.8238, kb_relative_information_score: 834169.1684, mean_absolute_error: 0.0824, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.903, predictive_accuracy: 0.907, prior_entropy: 2, recall: 0.907, relative_absolute_error: 0.2197, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1906, root_relative_squared_error: 0.4401,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9673, f_measure: 0.8977, kappa: 0.813, kb_relative_information_score: 832911.5839, mean_absolute_error: 0.0812, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.897, predictive_accuracy: 0.9013, prior_entropy: 2, recall: 0.9013, relative_absolute_error: 0.2166, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1953, root_relative_squared_error: 0.4511,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8778, f_measure: 0.7883, kappa: 0.6261, kb_relative_information_score: 681498.8864, mean_absolute_error: 0.1526, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.787, predictive_accuracy: 0.8064, prior_entropy: 2, recall: 0.8064, relative_absolute_error: 0.4071, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.6364,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8328, f_measure: 0.7875, kappa: 0.6253, kb_relative_information_score: 765604.5782, mean_absolute_error: 0.0981, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7745, predictive_accuracy: 0.8057, prior_entropy: 2, recall: 0.8057, relative_absolute_error: 0.2615, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3041, root_relative_squared_error: 0.7023,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9555, f_measure: 0.87, kappa: 0.7661, kb_relative_information_score: 791884.7638, mean_absolute_error: 0.1015, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8697, predictive_accuracy: 0.8775, prior_entropy: 2, recall: 0.8775, relative_absolute_error: 0.2708, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2162, root_relative_squared_error: 0.4993,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7155, f_measure: 0.6472, kappa: 0.359, kb_relative_information_score: 598489.861, mean_absolute_error: 0.1672, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6965, predictive_accuracy: 0.6668, prior_entropy: 2, recall: 0.6668, relative_absolute_error: 0.4459, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4016, root_relative_squared_error: 0.9274,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9705, f_measure: 0.8862, kappa: 0.805, kb_relative_information_score: 829575.5281, mean_absolute_error: 0.0841, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9003, predictive_accuracy: 0.8993, prior_entropy: 2, recall: 0.8993, relative_absolute_error: 0.2242, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1965, root_relative_squared_error: 0.4538,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.788, f_measure: 0.7134, kappa: 0.4663, kb_relative_information_score: 636176.2135, mean_absolute_error: 0.1571, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7204, predictive_accuracy: 0.7084, prior_entropy: 2, recall: 0.7084, relative_absolute_error: 0.4189, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3465, root_relative_squared_error: 0.8001,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8763, f_measure: 0.7846, kappa: 0.6015, kb_relative_information_score: 685093.3394, mean_absolute_error: 0.1478, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7835, predictive_accuracy: 0.7927, prior_entropy: 2, recall: 0.7927, relative_absolute_error: 0.3943, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2807, root_relative_squared_error: 0.6481,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7515, f_measure: 0.6533, kappa: 0.3508, kb_relative_information_score: 548586.0878, mean_absolute_error: 0.208, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6511, predictive_accuracy: 0.6688, prior_entropy: 2, recall: 0.6688, relative_absolute_error: 0.5547, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3347, root_relative_squared_error: 0.773,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9588, f_measure: 0.886, kappa: 0.7893, kb_relative_information_score: 832522.2342, mean_absolute_error: 0.0791, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8849, predictive_accuracy: 0.8883, prior_entropy: 2, recall: 0.8883, relative_absolute_error: 0.2109, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2085, root_relative_squared_error: 0.4816,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8772, f_measure: 0.7718, kappa: 0.5754, kb_relative_information_score: 686814.5115, mean_absolute_error: 0.1443, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7691, predictive_accuracy: 0.7773, prior_entropy: 2, recall: 0.7773, relative_absolute_error: 0.3848, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2851, root_relative_squared_error: 0.6583,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.92, f_measure: 0.818, kappa: 0.6644, kb_relative_information_score: 630348.9665, mean_absolute_error: 0.1849, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8181, predictive_accuracy: 0.8252, prior_entropy: 2, recall: 0.8252, relative_absolute_error: 0.493, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2698, root_relative_squared_error: 0.6232,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.7891, kappa: 0.6097, kb_relative_information_score: 691444.2617, mean_absolute_error: 0.1467, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7887, predictive_accuracy: 0.7971, prior_entropy: 2, recall: 0.7971, relative_absolute_error: 0.3912, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.27, root_relative_squared_error: 0.6234,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9742, f_measure: 0.9022, kappa: 0.8222, kb_relative_information_score: 836517.5192, mean_absolute_error: 0.0816, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9034, predictive_accuracy: 0.9065, prior_entropy: 2, recall: 0.9065, relative_absolute_error: 0.2177, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1887, root_relative_squared_error: 0.4358,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9701, f_measure: 0.8858, kappa: 0.804, kb_relative_information_score: 829710.0412, mean_absolute_error: 0.084, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8998, predictive_accuracy: 0.8988, prior_entropy: 2, recall: 0.8988, relative_absolute_error: 0.2239, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1966, root_relative_squared_error: 0.454,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8772, f_measure: 0.7718, kappa: 0.5754, kb_relative_information_score: 686814.5115, mean_absolute_error: 0.1443, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7691, predictive_accuracy: 0.7773, prior_entropy: 2, recall: 0.7773, relative_absolute_error: 0.3848, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2851, root_relative_squared_error: 0.6583,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
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 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7448, f_measure: 0.6422, kappa: 0.3281, kb_relative_information_score: 536234.5208, mean_absolute_error: 0.2119, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6384, predictive_accuracy: 0.653, prior_entropy: 2, recall: 0.653, relative_absolute_error: 0.5651, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.7822,

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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,10000,10) (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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