Task
Supervised Data Stream Classification on BNG(lymph,10000,1)

Supervised Data Stream Classification on BNG(lymph,10000,1)

Task 7389 Supervised Data Stream Classification BNG(lymph,10000,1) 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,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.44, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 441087.8516, 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: 0.6225, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4739, root_relative_squared_error: 1.0944,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.9233, kappa: 0.8564, kb_relative_information_score: 886145.4323, mean_absolute_error: 0.0532, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9238, predictive_accuracy: 0.9229, prior_entropy: 2, recall: 0.9229, relative_absolute_error: 0.142, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.171, root_relative_squared_error: 0.3949,
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,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9786, f_measure: 0.9333, kappa: 0.8786, kb_relative_information_score: 470785.7632, mean_absolute_error: 0.2587, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.933, predictive_accuracy: 0.9358, prior_entropy: 2, recall: 0.9358, relative_absolute_error: 0.6897, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3154, root_relative_squared_error: 0.7284,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.9388, kappa: 0.8904, kb_relative_information_score: 895430.0396, mean_absolute_error: 0.0521, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.939, predictive_accuracy: 0.9422, prior_entropy: 2, recall: 0.9422, relative_absolute_error: 0.1389, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1498, root_relative_squared_error: 0.3459,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9867, f_measure: 0.9369, kappa: 0.8876, kb_relative_information_score: 897736.5719, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9369, predictive_accuracy: 0.9407, prior_entropy: 2, recall: 0.9407, relative_absolute_error: 0.1328, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1516, root_relative_squared_error: 0.3501,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8719, f_measure: 0.8367, kappa: 0.7223, kb_relative_information_score: 827002.2498, mean_absolute_error: 0.0722, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8184, predictive_accuracy: 0.8566, prior_entropy: 2, recall: 0.8566, relative_absolute_error: 0.1924, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2641, root_relative_squared_error: 0.6098,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9822, f_measure: 0.918, kappa: 0.8553, kb_relative_information_score: 866568.3561, mean_absolute_error: 0.0653, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9179, predictive_accuracy: 0.924, prior_entropy: 2, recall: 0.924, relative_absolute_error: 0.1742, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1711, root_relative_squared_error: 0.3952,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9149, f_measure: 0.8631, kappa: 0.7683, kb_relative_information_score: 856299.37, mean_absolute_error: 0.0605, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8644, predictive_accuracy: 0.8805, prior_entropy: 2, recall: 0.8805, relative_absolute_error: 0.1613, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2374, root_relative_squared_error: 0.5483,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9001, f_measure: 0.8366, kappa: 0.722, kb_relative_information_score: 754547.7927, mean_absolute_error: 0.1185, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8181, predictive_accuracy: 0.8564, prior_entropy: 2, recall: 0.8564, relative_absolute_error: 0.316, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2477, root_relative_squared_error: 0.572,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
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_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9803, f_measure: 0.9076, kappa: 0.849, kb_relative_information_score: 876476.4553, mean_absolute_error: 0.0596, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9219, predictive_accuracy: 0.922, prior_entropy: 2, recall: 0.922, relative_absolute_error: 0.159, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1713, root_relative_squared_error: 0.3955,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
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.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8599, f_measure: 0.8059, kappa: 0.6327, kb_relative_information_score: 747079.6062, mean_absolute_error: 0.11, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8137, predictive_accuracy: 0.8, prior_entropy: 2, recall: 0.8, relative_absolute_error: 0.2933, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2944, root_relative_squared_error: 0.6799,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9658, f_measure: 0.9101, kappa: 0.8341, kb_relative_information_score: 854925.4078, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9091, predictive_accuracy: 0.9117, prior_entropy: 2, recall: 0.9117, relative_absolute_error: 0.187, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1901, root_relative_squared_error: 0.4391,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
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,10000,1)
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,10000,1)
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,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.8005, kappa: 0.6345, kb_relative_information_score: 713302.1413, mean_absolute_error: 0.1343, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8002, predictive_accuracy: 0.8091, prior_entropy: 2, recall: 0.8091, relative_absolute_error: 0.3581, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2675, root_relative_squared_error: 0.6176,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9843, f_measure: 0.9351, kappa: 0.8799, kb_relative_information_score: 905088.7743, mean_absolute_error: 0.0446, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9345, predictive_accuracy: 0.936, prior_entropy: 2, recall: 0.936, relative_absolute_error: 0.119, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1583, root_relative_squared_error: 0.3655,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9677, f_measure: 0.9086, kappa: 0.8305, kb_relative_information_score: 855889.8769, mean_absolute_error: 0.069, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.908, predictive_accuracy: 0.9095, prior_entropy: 2, recall: 0.9095, relative_absolute_error: 0.1841, 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.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9872, f_measure: 0.9357, kappa: 0.8819, kb_relative_information_score: 768527.8586, mean_absolute_error: 0.1263, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9352, predictive_accuracy: 0.9373, prior_entropy: 2, recall: 0.9373, relative_absolute_error: 0.3369, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1915, root_relative_squared_error: 0.4423,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.977, f_measure: 0.9172, kappa: 0.8477, kb_relative_information_score: 860201.9755, mean_absolute_error: 0.0691, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9164, predictive_accuracy: 0.9191, prior_entropy: 2, recall: 0.9191, relative_absolute_error: 0.1842, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1771, root_relative_squared_error: 0.409,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9915, f_measure: 0.9463, kappa: 0.9023, kb_relative_information_score: 908297.4202, mean_absolute_error: 0.0459, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9462, predictive_accuracy: 0.9482, prior_entropy: 2, recall: 0.9482, relative_absolute_error: 0.1223, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1408, root_relative_squared_error: 0.3252,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9801, f_measure: 0.9074, kappa: 0.8485, kb_relative_information_score: 876549.0624, mean_absolute_error: 0.0596, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9218, predictive_accuracy: 0.9218, prior_entropy: 2, recall: 0.9218, relative_absolute_error: 0.1589, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1713, root_relative_squared_error: 0.3956,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9677, f_measure: 0.9086, kappa: 0.8305, kb_relative_information_score: 855889.8769, mean_absolute_error: 0.069, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.908, predictive_accuracy: 0.9095, prior_entropy: 2, recall: 0.9095, relative_absolute_error: 0.1841, 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.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,1)
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,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9139, f_measure: 0.8126, kappa: 0.6514, kb_relative_information_score: 736026.5784, mean_absolute_error: 0.1202, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8152, predictive_accuracy: 0.8121, prior_entropy: 2, recall: 0.8121, relative_absolute_error: 0.3205, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2652, root_relative_squared_error: 0.6124,

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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,10000,1) (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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