Task
Supervised Data Stream Classification on BNG(lymph,5000,1)

Supervised Data Stream Classification on BNG(lymph,5000,1)

Task 7386 Supervised Data Stream Classification BNG(lymph,5000,1) 27 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4634, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 441153.404, mean_absolute_error: 0.2334, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.3036, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6224, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4736, root_relative_squared_error: 1.0936,
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,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.924, kappa: 0.8608, kb_relative_information_score: 467620.6275, mean_absolute_error: 0.2596, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9235, predictive_accuracy: 0.9263, prior_entropy: 2, recall: 0.9263, relative_absolute_error: 0.6922, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3178, root_relative_squared_error: 0.7339,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
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_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.986, f_measure: 0.9339, kappa: 0.8811, kb_relative_information_score: 885723.7694, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9341, predictive_accuracy: 0.9372, prior_entropy: 2, recall: 0.9372, relative_absolute_error: 0.1523, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1566, root_relative_squared_error: 0.3617,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9844, f_measure: 0.9314, kappa: 0.8763, kb_relative_information_score: 884866.9725, mean_absolute_error: 0.0565, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9313, predictive_accuracy: 0.9347, prior_entropy: 2, recall: 0.9347, relative_absolute_error: 0.1507, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1597, root_relative_squared_error: 0.3687,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8872, f_measure: 0.8155, kappa: 0.6803, kb_relative_information_score: 720713.7245, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7979, predictive_accuracy: 0.8347, prior_entropy: 2, recall: 0.8347, relative_absolute_error: 0.3587, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2611, root_relative_squared_error: 0.6031,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8612, f_measure: 0.8161, kappa: 0.6819, kb_relative_information_score: 801484.7315, mean_absolute_error: 0.0831, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7992, predictive_accuracy: 0.8351, prior_entropy: 2, recall: 0.8351, relative_absolute_error: 0.2216, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.28, root_relative_squared_error: 0.6465,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9066, kappa: 0.8344, kb_relative_information_score: 849281.2616, mean_absolute_error: 0.0736, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9063, predictive_accuracy: 0.9132, prior_entropy: 2, recall: 0.9132, relative_absolute_error: 0.1963, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1821, root_relative_squared_error: 0.4206,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
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_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9784, f_measure: 0.9134, kappa: 0.838, kb_relative_information_score: 872196.0793, mean_absolute_error: 0.0599, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9144, predictive_accuracy: 0.9127, prior_entropy: 2, recall: 0.9127, relative_absolute_error: 0.1597, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1812, root_relative_squared_error: 0.4184,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9784, f_measure: 0.9052, kappa: 0.8421, kb_relative_information_score: 866712.334, mean_absolute_error: 0.0651, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9191, predictive_accuracy: 0.9184, prior_entropy: 2, recall: 0.9184, relative_absolute_error: 0.1735, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1763, root_relative_squared_error: 0.4071,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8259, f_measure: 0.7762, kappa: 0.5863, kb_relative_information_score: 740975.6844, mean_absolute_error: 0.1081, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7865, predictive_accuracy: 0.7856, prior_entropy: 2, recall: 0.7856, relative_absolute_error: 0.2883, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3218, root_relative_squared_error: 0.7432,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8823, f_measure: 0.8271, kappa: 0.6754, kb_relative_information_score: 775301.6069, mean_absolute_error: 0.0993, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8294, predictive_accuracy: 0.8261, prior_entropy: 2, recall: 0.8261, relative_absolute_error: 0.2648, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2697, root_relative_squared_error: 0.6229,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.951, f_measure: 0.8905, kappa: 0.7992, kb_relative_information_score: 822158.2693, mean_absolute_error: 0.0861, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8901, predictive_accuracy: 0.8937, prior_entropy: 2, recall: 0.8937, relative_absolute_error: 0.2297, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.21, root_relative_squared_error: 0.485,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
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,5000,1)
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,5000,1)
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,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8907, f_measure: 0.7864, kappa: 0.6097, kb_relative_information_score: 696761.206, mean_absolute_error: 0.142, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7852, predictive_accuracy: 0.7968, prior_entropy: 2, recall: 0.7968, relative_absolute_error: 0.3788, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.274, root_relative_squared_error: 0.6329,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9787, f_measure: 0.9241, kappa: 0.8596, kb_relative_information_score: 887436.0998, mean_absolute_error: 0.0533, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9235, predictive_accuracy: 0.9252, prior_entropy: 2, recall: 0.9252, relative_absolute_error: 0.142, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1716, root_relative_squared_error: 0.3963,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9567, f_measure: 0.8886, kappa: 0.7937, kb_relative_information_score: 828840.0412, mean_absolute_error: 0.0814, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.888, predictive_accuracy: 0.8901, prior_entropy: 2, recall: 0.8901, relative_absolute_error: 0.2171, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2091, root_relative_squared_error: 0.4828,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9807, f_measure: 0.9192, kappa: 0.8515, kb_relative_information_score: 738356.2341, mean_absolute_error: 0.1401, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9188, predictive_accuracy: 0.9212, prior_entropy: 2, recall: 0.9212, relative_absolute_error: 0.3735, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2086, root_relative_squared_error: 0.4816,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.968, f_measure: 0.8982, kappa: 0.8128, kb_relative_information_score: 833169.8563, mean_absolute_error: 0.0817, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8978, predictive_accuracy: 0.9007, prior_entropy: 2, recall: 0.9007, relative_absolute_error: 0.2179, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1951, root_relative_squared_error: 0.4506,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.9371, kappa: 0.8853, kb_relative_information_score: 894165.633, mean_absolute_error: 0.0528, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9372, predictive_accuracy: 0.9393, prior_entropy: 2, recall: 0.9393, relative_absolute_error: 0.1407, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1526, root_relative_squared_error: 0.3523,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9782, f_measure: 0.9049, kappa: 0.8414, kb_relative_information_score: 866800.0098, mean_absolute_error: 0.065, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9187, predictive_accuracy: 0.9181, prior_entropy: 2, recall: 0.9181, relative_absolute_error: 0.1733, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1764, root_relative_squared_error: 0.4073,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9567, f_measure: 0.8886, kappa: 0.7937, kb_relative_information_score: 828840.0412, mean_absolute_error: 0.0814, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.888, predictive_accuracy: 0.8901, prior_entropy: 2, recall: 0.8901, relative_absolute_error: 0.2171, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2091, root_relative_squared_error: 0.4828,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,5000,1)
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,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8994, f_measure: 0.7935, kappa: 0.6194, kb_relative_information_score: 707304.1226, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7937, predictive_accuracy: 0.797, prior_entropy: 2, recall: 0.797, relative_absolute_error: 0.3586, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2734, root_relative_squared_error: 0.6315,

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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(lymph,5000,1) (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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