Task
Supervised Data Stream Classification on BNG(lymph,5000,10)

Supervised Data Stream Classification on BNG(lymph,5000,10)

Task 7388 Supervised Data Stream Classification BNG(lymph,5000,10) 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,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9524, f_measure: 0.8631, kappa: 0.7449, kb_relative_information_score: 804084.0415, mean_absolute_error: 0.0923, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8622, predictive_accuracy: 0.8641, prior_entropy: 2, recall: 0.8641, relative_absolute_error: 0.246, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2223, root_relative_squared_error: 0.5135,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4915, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 440965.3252, 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.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9395, f_measure: 0.8789, kappa: 0.7756, kb_relative_information_score: 452579.2603, mean_absolute_error: 0.2639, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8776, predictive_accuracy: 0.8809, prior_entropy: 2, recall: 0.8809, relative_absolute_error: 0.7037, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3276, root_relative_squared_error: 0.7566,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9555, f_measure: 0.8805, kappa: 0.7809, kb_relative_information_score: 808185.1031, mean_absolute_error: 0.0925, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8791, predictive_accuracy: 0.8844, prior_entropy: 2, recall: 0.8844, relative_absolute_error: 0.2467, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2111, root_relative_squared_error: 0.4875,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8704, f_measure: 0.7776, kappa: 0.6047, kb_relative_information_score: 668732.0997, mean_absolute_error: 0.1585, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7713, predictive_accuracy: 0.7955, prior_entropy: 2, recall: 0.7955, relative_absolute_error: 0.4227, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2809, root_relative_squared_error: 0.6487,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9435, f_measure: 0.8542, kappa: 0.7365, kb_relative_information_score: 769458.6417, mean_absolute_error: 0.1115, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8531, predictive_accuracy: 0.8622, prior_entropy: 2, recall: 0.8622, relative_absolute_error: 0.2974, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.229, root_relative_squared_error: 0.5288,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6322, f_measure: 0.5949, kappa: 0.2692, kb_relative_information_score: 566165.7149, mean_absolute_error: 0.1804, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6639, predictive_accuracy: 0.6405, prior_entropy: 2, recall: 0.6405, relative_absolute_error: 0.4811, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.42, root_relative_squared_error: 0.9698,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9545, f_measure: 0.8697, kappa: 0.7587, kb_relative_information_score: 788256.5014, mean_absolute_error: 0.1024, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8683, predictive_accuracy: 0.8721, prior_entropy: 2, recall: 0.8721, relative_absolute_error: 0.273, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2201, root_relative_squared_error: 0.5083,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9604, f_measure: 0.8859, kappa: 0.791, kb_relative_information_score: 809180.4103, mean_absolute_error: 0.0938, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8848, predictive_accuracy: 0.8897, prior_entropy: 2, recall: 0.8897, relative_absolute_error: 0.2501, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2069, root_relative_squared_error: 0.4779,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8289, f_measure: 0.7773, kappa: 0.605, kb_relative_information_score: 752582.5096, mean_absolute_error: 0.104, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7613, predictive_accuracy: 0.7953, prior_entropy: 2, recall: 0.7953, relative_absolute_error: 0.2773, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3095, root_relative_squared_error: 0.7147,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9688, f_measure: 0.8821, kappa: 0.7977, kb_relative_information_score: 826375.2479, mean_absolute_error: 0.0854, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8965, predictive_accuracy: 0.8958, prior_entropy: 2, recall: 0.8958, relative_absolute_error: 0.2277, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1991, root_relative_squared_error: 0.4597,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7516, f_measure: 0.6661, kappa: 0.3828, kb_relative_information_score: 569094.256, mean_absolute_error: 0.184, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6892, predictive_accuracy: 0.6504, prior_entropy: 2, recall: 0.6504, relative_absolute_error: 0.4907, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3808, root_relative_squared_error: 0.8794,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8209, f_measure: 0.728, kappa: 0.4959, kb_relative_information_score: 614134.3513, mean_absolute_error: 0.1802, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7282, predictive_accuracy: 0.7403, prior_entropy: 2, recall: 0.7403, relative_absolute_error: 0.4805, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3082, root_relative_squared_error: 0.7119,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7037, f_measure: 0.6155, kappa: 0.2769, kb_relative_information_score: 512600.5615, mean_absolute_error: 0.225, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6138, predictive_accuracy: 0.6319, prior_entropy: 2, recall: 0.6319, relative_absolute_error: 0.6, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3463, root_relative_squared_error: 0.7997,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9524, f_measure: 0.8757, kappa: 0.77, kb_relative_information_score: 820125.6795, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8742, predictive_accuracy: 0.8782, prior_entropy: 2, recall: 0.8782, relative_absolute_error: 0.225, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2173, root_relative_squared_error: 0.5018,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8201, f_measure: 0.7107, kappa: 0.462, kb_relative_information_score: 616435.9714, mean_absolute_error: 0.176, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7079, predictive_accuracy: 0.7194, prior_entropy: 2, recall: 0.7194, relative_absolute_error: 0.4693, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3134, root_relative_squared_error: 0.7237,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8759, f_measure: 0.7641, kappa: 0.5658, kb_relative_information_score: 583406.4899, mean_absolute_error: 0.2045, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.766, predictive_accuracy: 0.7751, prior_entropy: 2, recall: 0.7751, relative_absolute_error: 0.5454, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2942, root_relative_squared_error: 0.6794,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8429, f_measure: 0.7284, kappa: 0.497, kb_relative_information_score: 621248.3526, mean_absolute_error: 0.1786, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7296, predictive_accuracy: 0.7397, prior_entropy: 2, recall: 0.7397, relative_absolute_error: 0.4763, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2998, root_relative_squared_error: 0.6923,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9695, f_measure: 0.8925, kappa: 0.8049, kb_relative_information_score: 826147.0257, mean_absolute_error: 0.0861, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8941, predictive_accuracy: 0.8978, prior_entropy: 2, recall: 0.8978, relative_absolute_error: 0.2296, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1963, root_relative_squared_error: 0.4533,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9683, f_measure: 0.8816, kappa: 0.7965, kb_relative_information_score: 826658.41, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8961, predictive_accuracy: 0.8953, prior_entropy: 2, recall: 0.8953, relative_absolute_error: 0.2272, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1992, root_relative_squared_error: 0.4599,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8201, f_measure: 0.7107, kappa: 0.462, kb_relative_information_score: 616435.9714, mean_absolute_error: 0.176, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7079, predictive_accuracy: 0.7194, prior_entropy: 2, recall: 0.7194, relative_absolute_error: 0.4693, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3134, root_relative_squared_error: 0.7237,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,10)
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,5000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6673, f_measure: 0.5788, kappa: 0.2035, kb_relative_information_score: 484930.7795, mean_absolute_error: 0.2356, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5759, predictive_accuracy: 0.5936, prior_entropy: 2, recall: 0.5936, relative_absolute_error: 0.6283, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3556, root_relative_squared_error: 0.8212,

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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,5000,10) (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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