Task
Supervised Data Stream Classification on BNG(lymph,10000,5)

Supervised Data Stream Classification on BNG(lymph,10000,5)

Task 7390 Supervised Data Stream Classification BNG(lymph,10000,5) 27 runs submitted
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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,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9574, f_measure: 0.8987, kappa: 0.8141, kb_relative_information_score: 459769.1971, mean_absolute_error: 0.2618, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8981, predictive_accuracy: 0.9016, prior_entropy: 2, recall: 0.9016, relative_absolute_error: 0.6982, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3226, root_relative_squared_error: 0.745,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9636, f_measure: 0.8827, kappa: 0.7818, kb_relative_information_score: 831084.2258, mean_absolute_error: 0.0793, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8826, predictive_accuracy: 0.8831, prior_entropy: 2, recall: 0.8831, relative_absolute_error: 0.2115, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2077, root_relative_squared_error: 0.4796,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9779, f_measure: 0.9158, kappa: 0.8471, kb_relative_information_score: 851651.3697, mean_absolute_error: 0.0744, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9158, predictive_accuracy: 0.9193, prior_entropy: 2, recall: 0.9193, relative_absolute_error: 0.1983, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1785, root_relative_squared_error: 0.4122,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8868, f_measure: 0.7941, kappa: 0.6376, kb_relative_information_score: 694552.0439, mean_absolute_error: 0.1467, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7923, predictive_accuracy: 0.8116, prior_entropy: 2, recall: 0.8116, relative_absolute_error: 0.3911, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2699, root_relative_squared_error: 0.6233,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8429, f_measure: 0.796, kappa: 0.6436, kb_relative_information_score: 775531.6176, mean_absolute_error: 0.0939, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.786, predictive_accuracy: 0.8138, prior_entropy: 2, recall: 0.8138, relative_absolute_error: 0.2504, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2985, root_relative_squared_error: 0.6892,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5026, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 441352.8653, mean_absolute_error: 0.2333, 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: 0.6221, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.473, root_relative_squared_error: 1.0924,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9757, f_measure: 0.9106, kappa: 0.8379, kb_relative_information_score: 849909.9523, mean_absolute_error: 0.0738, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9105, predictive_accuracy: 0.9145, prior_entropy: 2, recall: 0.9145, relative_absolute_error: 0.1968, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1824, root_relative_squared_error: 0.4213,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8386, f_measure: 0.7891, kappa: 0.6182, kb_relative_information_score: 762868.1967, mean_absolute_error: 0.0993, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7813, predictive_accuracy: 0.8033, prior_entropy: 2, recall: 0.8033, relative_absolute_error: 0.2647, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.7098,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9709, f_measure: 0.8876, kappa: 0.8061, kb_relative_information_score: 832199.1315, mean_absolute_error: 0.0827, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9009, predictive_accuracy: 0.8998, prior_entropy: 2, recall: 0.8998, relative_absolute_error: 0.2206, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1955, root_relative_squared_error: 0.4515,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9641, f_measure: 0.8823, kappa: 0.7906, kb_relative_information_score: 809621.5659, mean_absolute_error: 0.0934, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8825, predictive_accuracy: 0.8903, prior_entropy: 2, recall: 0.8903, relative_absolute_error: 0.249, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2056, root_relative_squared_error: 0.4748,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8497, f_measure: 0.7769, kappa: 0.5812, kb_relative_information_score: 714972.523, mean_absolute_error: 0.1243, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7809, predictive_accuracy: 0.7733, prior_entropy: 2, recall: 0.7733, relative_absolute_error: 0.3314, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3068, root_relative_squared_error: 0.7086,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.918, f_measure: 0.8322, kappa: 0.691, kb_relative_information_score: 751099.0742, mean_absolute_error: 0.1172, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8312, predictive_accuracy: 0.8373, prior_entropy: 2, recall: 0.8373, relative_absolute_error: 0.3125, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2518, root_relative_squared_error: 0.5814,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8271, f_measure: 0.7154, kappa: 0.4723, kb_relative_information_score: 618371.231, mean_absolute_error: 0.1754, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7143, predictive_accuracy: 0.7261, prior_entropy: 2, recall: 0.7261, relative_absolute_error: 0.4677, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3096, root_relative_squared_error: 0.7151,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9661, f_measure: 0.8948, kappa: 0.8059, kb_relative_information_score: 845971.6896, mean_absolute_error: 0.0728, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8937, predictive_accuracy: 0.897, prior_entropy: 2, recall: 0.897, relative_absolute_error: 0.1941, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1993, root_relative_squared_error: 0.4602,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9113, f_measure: 0.8144, kappa: 0.6561, kb_relative_information_score: 738046.4391, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8139, predictive_accuracy: 0.8172, prior_entropy: 2, recall: 0.8172, relative_absolute_error: 0.3231, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2625, root_relative_squared_error: 0.6062,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9575, f_measure: 0.8712, kappa: 0.7635, kb_relative_information_score: 673633.0513, mean_absolute_error: 0.1679, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.871, predictive_accuracy: 0.8755, prior_entropy: 2, recall: 0.8755, relative_absolute_error: 0.4477, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2437, root_relative_squared_error: 0.5629,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9312, f_measure: 0.8344, kappa: 0.695, kb_relative_information_score: 748725.9071, mean_absolute_error: 0.1202, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8351, predictive_accuracy: 0.8389, prior_entropy: 2, recall: 0.8389, relative_absolute_error: 0.3207, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2437, root_relative_squared_error: 0.5627,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9794, f_measure: 0.9131, kappa: 0.8418, kb_relative_information_score: 855140.2864, mean_absolute_error: 0.0723, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.914, predictive_accuracy: 0.9166, prior_entropy: 2, recall: 0.9166, relative_absolute_error: 0.1928, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.178, root_relative_squared_error: 0.4112,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9706, f_measure: 0.887, kappa: 0.805, kb_relative_information_score: 832253.4962, mean_absolute_error: 0.0827, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9004, predictive_accuracy: 0.8993, prior_entropy: 2, recall: 0.8993, relative_absolute_error: 0.2204, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1956, root_relative_squared_error: 0.4517,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9113, f_measure: 0.8144, kappa: 0.6561, kb_relative_information_score: 738046.4391, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8139, predictive_accuracy: 0.8172, prior_entropy: 2, recall: 0.8172, relative_absolute_error: 0.3231, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2625, root_relative_squared_error: 0.6062,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
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 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,10000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7927, f_measure: 0.6731, kappa: 0.3946, kb_relative_information_score: 573928.6364, mean_absolute_error: 0.1929, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6747, predictive_accuracy: 0.6794, prior_entropy: 2, recall: 0.6794, relative_absolute_error: 0.5145, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3279, root_relative_squared_error: 0.7572,

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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,10000,5) (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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