Task
Supervised Data Stream Classification on BNG(letter,1000,5)

Supervised Data Stream Classification on BNG(letter,1000,5)

Task 7357 Supervised Data Stream Classification BNG(letter,1000,5) 30 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7993, f_measure: 0.2733, kappa: 0.2496, kb_relative_information_score: 281680.5113, mean_absolute_error: 0.0661, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2734, predictive_accuracy: 0.2786, prior_entropy: 4.7004, recall: 0.2786, relative_absolute_error: 0.8932, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1812, root_relative_squared_error: 0.9422,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0038, kappa: 0.0004, kb_relative_information_score: 28084.9103, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3294, predictive_accuracy: 0.0396, prior_entropy: 4.7004, recall: 0.0396, relative_absolute_error: 0.9989, 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.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0038, kappa: 0.0004, kb_relative_information_score: 28084.9103, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3294, predictive_accuracy: 0.0396, prior_entropy: 4.7004, recall: 0.0396, relative_absolute_error: 0.9989, 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.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5647, f_measure: 0.0599, kappa: 0.0226, kb_relative_information_score: 61444.5977, mean_absolute_error: 0.0721, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0599, predictive_accuracy: 0.0603, prior_entropy: 4.7004, recall: 0.0603, relative_absolute_error: 0.9752, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2567, root_relative_squared_error: 1.3351,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8455, f_measure: 0.3039, kappa: 0.2775, kb_relative_information_score: 352395.852, mean_absolute_error: 0.0633, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3034, predictive_accuracy: 0.3053, prior_entropy: 4.7004, recall: 0.3053, relative_absolute_error: 0.8553, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1774, root_relative_squared_error: 0.9222,
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,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7773, f_measure: 0.2569, kappa: 0.229, kb_relative_information_score: 125482.2191, mean_absolute_error: 0.0725, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2563, predictive_accuracy: 0.2587, prior_entropy: 4.7004, recall: 0.2587, relative_absolute_error: 0.9801, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1896, root_relative_squared_error: 0.9858,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
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.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8528, f_measure: 0.3604, kappa: 0.3369, kb_relative_information_score: 376443.0264, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3611, predictive_accuracy: 0.3625, prior_entropy: 4.7004, recall: 0.3625, relative_absolute_error: 0.8113, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.902,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8227, f_measure: 0.3226, kappa: 0.2975, kb_relative_information_score: 357380.806, mean_absolute_error: 0.0599, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3235, predictive_accuracy: 0.3246, prior_entropy: 4.7004, recall: 0.3246, relative_absolute_error: 0.8103, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.9274,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7091, f_measure: 0.1371, kappa: 0.1118, kb_relative_information_score: 160173.5, mean_absolute_error: 0.071, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.1427, predictive_accuracy: 0.1461, prior_entropy: 4.7004, recall: 0.1461, relative_absolute_error: 0.9601, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1894, root_relative_squared_error: 0.9847,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7732, f_measure: 0.1985, kappa: 0.1667, kb_relative_information_score: 277140.0748, mean_absolute_error: 0.0651, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.1986, predictive_accuracy: 0.1988, prior_entropy: 4.7004, recall: 0.1988, relative_absolute_error: 0.8805, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1902, root_relative_squared_error: 0.9891,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0028, kb_relative_information_score: 26819.2737, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0384, prior_entropy: 4.7004, recall: 0.0384, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.272, root_relative_squared_error: 1.4143,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7738, f_measure: 0.2531, kappa: 0.228, kb_relative_information_score: 289810.477, mean_absolute_error: 0.0643, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.256, predictive_accuracy: 0.2577, prior_entropy: 4.7004, recall: 0.2577, relative_absolute_error: 0.869, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1845, root_relative_squared_error: 0.9593,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7037, f_measure: 0.1779, kappa: 0.1452, kb_relative_information_score: 229916.7025, mean_absolute_error: 0.0669, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.178, predictive_accuracy: 0.1782, prior_entropy: 4.7004, recall: 0.1782, relative_absolute_error: 0.9044, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1963, root_relative_squared_error: 1.0205,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6114, f_measure: 0.0633, kappa: 0.0299, kb_relative_information_score: 60996.5337, mean_absolute_error: 0.0734, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0653, predictive_accuracy: 0.0676, prior_entropy: 4.7004, recall: 0.0676, relative_absolute_error: 0.9925, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1917, root_relative_squared_error: 0.997,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8255, f_measure: 0.3322, kappa: 0.3067, kb_relative_information_score: 367801.2396, mean_absolute_error: 0.059, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.333, predictive_accuracy: 0.3334, prior_entropy: 4.7004, recall: 0.3334, relative_absolute_error: 0.797, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.178, root_relative_squared_error: 0.9258,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7315, f_measure: 0.2041, kappa: 0.1727, kb_relative_information_score: 250482.2044, mean_absolute_error: 0.0662, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.204, predictive_accuracy: 0.2046, prior_entropy: 4.7004, recall: 0.2046, relative_absolute_error: 0.8945, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1907, root_relative_squared_error: 0.9919,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7113, f_measure: 0.2199, kappa: 0.1871, kb_relative_information_score: 286757.3853, mean_absolute_error: 0.0669, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2388, predictive_accuracy: 0.2184, prior_entropy: 4.7004, recall: 0.2184, relative_absolute_error: 0.9039, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.188, root_relative_squared_error: 0.9774,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.0048, kappa: 0.0007, kb_relative_information_score: 27567.8172, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0038, predictive_accuracy: 0.0391, prior_entropy: 4.7004, recall: 0.0391, relative_absolute_error: 0.9994, 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.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8147, f_measure: 0.2426, kappa: 0.2125, kb_relative_information_score: 361072.0869, mean_absolute_error: 0.0616, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2424, predictive_accuracy: 0.2429, prior_entropy: 4.7004, recall: 0.2429, relative_absolute_error: 0.8324, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.182, root_relative_squared_error: 0.9465,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7152, f_measure: 0.2222, kappa: 0.1894, kb_relative_information_score: 285726.3948, mean_absolute_error: 0.0669, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2371, predictive_accuracy: 0.2205, prior_entropy: 4.7004, recall: 0.2205, relative_absolute_error: 0.9044, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.9766,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7152, f_measure: 0.2222, kappa: 0.1894, kb_relative_information_score: 285726.3948, mean_absolute_error: 0.0669, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2371, predictive_accuracy: 0.2205, prior_entropy: 4.7004, recall: 0.2205, relative_absolute_error: 0.9044, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.9766,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8317, f_measure: 0.3319, kappa: 0.307, kb_relative_information_score: 363783.5787, mean_absolute_error: 0.0597, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3332, predictive_accuracy: 0.3337, prior_entropy: 4.7004, recall: 0.3337, relative_absolute_error: 0.807, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1771, root_relative_squared_error: 0.9209,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5007, f_measure: 0.0044, kappa: 0, kb_relative_information_score: 50518.2808, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0031, predictive_accuracy: 0.0397, prior_entropy: 4.7004, recall: 0.0397, relative_absolute_error: 0.9989, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.235, root_relative_squared_error: 1.2219,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.0048, kappa: 0.0007, kb_relative_information_score: 27478.1104, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0038, predictive_accuracy: 0.039, prior_entropy: 4.7004, recall: 0.039, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2719, root_relative_squared_error: 1.4138,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5112, f_measure: 0.0049, kappa: 0.0011, kb_relative_information_score: 37515.728, mean_absolute_error: 0.0737, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.034, predictive_accuracy: 0.0395, prior_entropy: 4.7004, recall: 0.0395, relative_absolute_error: 0.996, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.2665, root_relative_squared_error: 1.386,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
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.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8227, f_measure: 0.3226, kappa: 0.2975, kb_relative_information_score: 357380.806, mean_absolute_error: 0.0599, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.3235, predictive_accuracy: 0.3246, prior_entropy: 4.7004, recall: 0.3246, relative_absolute_error: 0.8103, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.9274,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0028, kb_relative_information_score: 26819.2737, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.0015, predictive_accuracy: 0.0384, prior_entropy: 4.7004, recall: 0.0384, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.272, root_relative_squared_error: 1.4143,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(letter,1000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7777, f_measure: 0.2543, kappa: 0.2292, kb_relative_information_score: 291278.4877, mean_absolute_error: 0.0642, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.2569, predictive_accuracy: 0.2589, prior_entropy: 4.7004, recall: 0.2589, relative_absolute_error: 0.8684, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1837, root_relative_squared_error: 0.9551,

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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,1000,5) (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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