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

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

Task 7359 Supervised Data Stream Classification BNG(letter,5000,1) 28 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0386, kappa: 0.0001, kb_relative_information_score: 27038.8859, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0386, predictive_accuracy: 0.0386, prior_entropy: 4.7004, recall: 0.0386, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4141,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0386, kappa: 0.0001, kb_relative_information_score: 27038.8859, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0386, predictive_accuracy: 0.0386, prior_entropy: 4.7004, recall: 0.0386, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4141,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6205, f_measure: 0.0866, kappa: 0.0553, kb_relative_information_score: 140605.7349, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0875, predictive_accuracy: 0.0919, prior_entropy: 4.7004, recall: 0.0919, relative_absolute_error: 0.9376, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2287, root_relative_squared_error: 1.189,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.0036, kappa: 0.0004, kb_relative_information_score: 27217.9943, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0397, predictive_accuracy: 0.0388, prior_entropy: 4.7004, recall: 0.0388, relative_absolute_error: 0.9997, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.414,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4981, f_measure: 0.0049, kappa: -0, kb_relative_information_score: 3697.2466, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0104, predictive_accuracy: 0.0407, prior_entropy: 4.7004, recall: 0.0407, relative_absolute_error: 1, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1923, root_relative_squared_error: 1,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8931, f_measure: 0.5006, kappa: 0.487, kb_relative_information_score: 486630.9722, mean_absolute_error: 0.0543, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5049, predictive_accuracy: 0.5068, prior_entropy: 4.7004, recall: 0.5068, relative_absolute_error: 0.7343, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1589, root_relative_squared_error: 0.8265,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5262, f_measure: 0.1846, kappa: 0.1117, kb_relative_information_score: 145846.5815, mean_absolute_error: 0.0674, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5029, predictive_accuracy: 0.1464, prior_entropy: 4.7004, recall: 0.1464, relative_absolute_error: 0.9116, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2507, root_relative_squared_error: 1.3036,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.533, kappa: 0.5167, kb_relative_information_score: 562593.8953, mean_absolute_error: 0.0458, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.535, predictive_accuracy: 0.5354, prior_entropy: 4.7004, recall: 0.5354, relative_absolute_error: 0.6189, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1524, root_relative_squared_error: 0.7924,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8686, f_measure: 0.4624, kappa: 0.4428, kb_relative_information_score: 469730.0248, mean_absolute_error: 0.0557, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4634, predictive_accuracy: 0.4642, prior_entropy: 4.7004, recall: 0.4642, relative_absolute_error: 0.7527, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1636, root_relative_squared_error: 0.8507,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9031, f_measure: 0.5073, kappa: 0.4886, kb_relative_information_score: 549456.1807, mean_absolute_error: 0.0443, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.51, predictive_accuracy: 0.5083, prior_entropy: 4.7004, recall: 0.5083, relative_absolute_error: 0.599, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1591, root_relative_squared_error: 0.8275,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8698, f_measure: 0.4862, kappa: 0.4696, kb_relative_information_score: 512528.0929, mean_absolute_error: 0.0516, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4857, predictive_accuracy: 0.49, prior_entropy: 4.7004, recall: 0.49, relative_absolute_error: 0.6982, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1586, root_relative_squared_error: 0.8249,
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(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.867, f_measure: 0.4315, kappa: 0.4113, kb_relative_information_score: 159901.4198, mean_absolute_error: 0.0719, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4325, predictive_accuracy: 0.434, prior_entropy: 4.7004, recall: 0.434, relative_absolute_error: 0.9723, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1881, root_relative_squared_error: 0.9783,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5164, f_measure: 0.0177, kappa: 0.0099, kb_relative_information_score: 45835.216, mean_absolute_error: 0.0731, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0345, predictive_accuracy: 0.0479, prior_entropy: 4.7004, recall: 0.0479, relative_absolute_error: 0.9888, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2664, root_relative_squared_error: 1.3853,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9023, f_measure: 0.5005, kappa: 0.4822, kb_relative_information_score: 543075.1877, mean_absolute_error: 0.0451, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.503, predictive_accuracy: 0.5021, prior_entropy: 4.7004, recall: 0.5021, relative_absolute_error: 0.6098, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1595, root_relative_squared_error: 0.8296,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7995, f_measure: 0.354, kappa: 0.3231, kb_relative_information_score: 404174.8193, mean_absolute_error: 0.0605, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3823, predictive_accuracy: 0.3491, prior_entropy: 4.7004, recall: 0.3491, relative_absolute_error: 0.8186, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1765, root_relative_squared_error: 0.9176,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7974, f_measure: 0.352, kappa: 0.3211, kb_relative_information_score: 404279.946, mean_absolute_error: 0.0605, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.383, predictive_accuracy: 0.3472, prior_entropy: 4.7004, recall: 0.3472, relative_absolute_error: 0.8185, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1765, root_relative_squared_error: 0.9181,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8081, f_measure: 0.3128, kappa: 0.2858, kb_relative_information_score: 366443.2536, mean_absolute_error: 0.0592, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3144, predictive_accuracy: 0.3133, prior_entropy: 4.7004, recall: 0.3133, relative_absolute_error: 0.8004, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1837, root_relative_squared_error: 0.9554,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6625, f_measure: 0.0724, kappa: 0.0453, kb_relative_information_score: 92429.6105, mean_absolute_error: 0.0729, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0799, predictive_accuracy: 0.0825, prior_entropy: 4.7004, recall: 0.0825, relative_absolute_error: 0.9854, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1908, root_relative_squared_error: 0.9923,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9086, f_measure: 0.5058, kappa: 0.4882, kb_relative_information_score: 547752.7708, mean_absolute_error: 0.045, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5081, predictive_accuracy: 0.5079, prior_entropy: 4.7004, recall: 0.5079, relative_absolute_error: 0.6082, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1581, root_relative_squared_error: 0.822,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8778, f_measure: 0.4157, kappa: 0.4034, kb_relative_information_score: 469984.3437, mean_absolute_error: 0.0527, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4216, predictive_accuracy: 0.4263, prior_entropy: 4.7004, recall: 0.4263, relative_absolute_error: 0.7126, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1682, root_relative_squared_error: 0.8748,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.0052, kappa: 0.0009, kb_relative_information_score: 27765.4811, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0044, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9992, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2718, root_relative_squared_error: 1.4132,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.0063, kappa: -0.0002, kb_relative_information_score: 36996.1807, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0045, predictive_accuracy: 0.0386, prior_entropy: 4.7004, recall: 0.0386, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2566, root_relative_squared_error: 1.3341,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7954, f_measure: 0.2266, kappa: 0.2081, kb_relative_information_score: 270830.641, mean_absolute_error: 0.0664, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2366, predictive_accuracy: 0.2386, prior_entropy: 4.7004, recall: 0.2386, relative_absolute_error: 0.8978, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1829, root_relative_squared_error: 0.951,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8272, f_measure: 0.3437, kappa: 0.3196, kb_relative_information_score: 394056.698, mean_absolute_error: 0.0577, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3444, predictive_accuracy: 0.3458, prior_entropy: 4.7004, recall: 0.3458, relative_absolute_error: 0.7808, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1786, root_relative_squared_error: 0.929,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.0052, kappa: 0.0009, kb_relative_information_score: 27680.5179, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0044, predictive_accuracy: 0.0392, prior_entropy: 4.7004, recall: 0.0392, relative_absolute_error: 0.9992, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4136,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9023, f_measure: 0.5005, kappa: 0.4822, kb_relative_information_score: 543075.1877, mean_absolute_error: 0.0451, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.503, predictive_accuracy: 0.5021, prior_entropy: 4.7004, recall: 0.5021, relative_absolute_error: 0.6098, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1595, root_relative_squared_error: 0.8296,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.0036, kappa: 0.0004, kb_relative_information_score: 27189.6796, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0397, predictive_accuracy: 0.0388, prior_entropy: 4.7004, recall: 0.0388, relative_absolute_error: 0.9997, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.414,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,5000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8778, f_measure: 0.4158, kappa: 0.4034, kb_relative_information_score: 469988.8578, mean_absolute_error: 0.0527, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4216, predictive_accuracy: 0.4263, prior_entropy: 4.7004, recall: 0.4263, relative_absolute_error: 0.7125, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1682, root_relative_squared_error: 0.8749,

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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(letter,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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