Task
Supervised Data Stream Classification on BNG(kr-vs-kp,10000,1)

Supervised Data Stream Classification on BNG(kr-vs-kp,10000,1)

Task 7353 Supervised Data Stream Classification BNG(kr-vs-kp,10000,1) 28 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(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9662, f_measure: 0.9145, kappa: 0.8286, kb_relative_information_score: 747264.655, mean_absolute_error: 0.1361, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9145, predictive_accuracy: 0.9145, prior_entropy: 1, recall: 0.9145, relative_absolute_error: 0.2721, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2575, root_relative_squared_error: 0.5149,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9918, f_measure: 0.9606, kappa: 0.9211, kb_relative_information_score: 882376.4769, mean_absolute_error: 0.0643, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9608, predictive_accuracy: 0.9606, prior_entropy: 1, recall: 0.9606, relative_absolute_error: 0.1285, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.175, root_relative_squared_error: 0.35,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.5005, kappa: -0.0009, kb_relative_information_score: 1048, mean_absolute_error: 0.4995, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5005, predictive_accuracy: 0.5005, prior_entropy: 1, recall: 0.5005, relative_absolute_error: 0.999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7067, root_relative_squared_error: 1.4135,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9189, f_measure: 0.8414, kappa: 0.6821, kb_relative_information_score: 552954.659, mean_absolute_error: 0.2378, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8414, predictive_accuracy: 0.8414, prior_entropy: 1, recall: 0.8414, relative_absolute_error: 0.4755, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3378, root_relative_squared_error: 0.6756,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8897, f_measure: 0.8367, kappa: 0.6726, kb_relative_information_score: 591345.4804, mean_absolute_error: 0.2131, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8371, predictive_accuracy: 0.8369, prior_entropy: 1, recall: 0.8369, relative_absolute_error: 0.4263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3584, root_relative_squared_error: 0.7167,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9877, f_measure: 0.9558, kappa: 0.9114, kb_relative_information_score: 883174.8835, mean_absolute_error: 0.0625, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 1, recall: 0.9558, relative_absolute_error: 0.1249, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.188, root_relative_squared_error: 0.3761,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6637, f_measure: 0.6623, kappa: 0.3313, kb_relative_information_score: 340214, mean_absolute_error: 0.3299, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6788, predictive_accuracy: 0.6701, prior_entropy: 1, recall: 0.6701, relative_absolute_error: 0.6598, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5744, root_relative_squared_error: 1.1487,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.886, f_measure: 0.8768, kappa: 0.7529, kb_relative_information_score: 748543.4495, mean_absolute_error: 0.1266, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8772, predictive_accuracy: 0.8769, prior_entropy: 1, recall: 0.8769, relative_absolute_error: 0.2531, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3462, root_relative_squared_error: 0.6924,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9945, f_measure: 0.9659, kappa: 0.9316, kb_relative_information_score: 683999.2949, mean_absolute_error: 0.1842, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9659, predictive_accuracy: 0.9659, prior_entropy: 1, recall: 0.9659, relative_absolute_error: 0.3684, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2293, root_relative_squared_error: 0.4585,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8837, kappa: 0.7668, kb_relative_information_score: 693008.2726, mean_absolute_error: 0.1621, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8837, prior_entropy: 1, recall: 0.8837, relative_absolute_error: 0.3242, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2885, root_relative_squared_error: 0.5771,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.9566, kappa: 0.9131, kb_relative_information_score: 884760.9511, mean_absolute_error: 0.0616, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9567, predictive_accuracy: 0.9566, prior_entropy: 1, recall: 0.9566, relative_absolute_error: 0.1233, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1871, root_relative_squared_error: 0.3741,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9869, f_measure: 0.9541, kappa: 0.908, kb_relative_information_score: 835538.7034, mean_absolute_error: 0.0919, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9543, predictive_accuracy: 0.9541, prior_entropy: 1, recall: 0.9541, relative_absolute_error: 0.1837, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1939, root_relative_squared_error: 0.3877,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8937, f_measure: 0.8938, kappa: 0.7873, kb_relative_information_score: 787680, mean_absolute_error: 0.1062, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8939, predictive_accuracy: 0.8938, prior_entropy: 1, recall: 0.8938, relative_absolute_error: 0.2123, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3258, root_relative_squared_error: 0.6516,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4978, f_measure: 0.3579, kappa: -0, kb_relative_information_score: 2705.17, mean_absolute_error: 0.499, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4698, predictive_accuracy: 0.5219, prior_entropy: 1, recall: 0.5219, relative_absolute_error: 0.9981, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4995, root_relative_squared_error: 0.9991,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8437, f_measure: 0.7727, kappa: 0.5449, kb_relative_information_score: 466744.9927, mean_absolute_error: 0.2754, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7732, predictive_accuracy: 0.7726, prior_entropy: 1, recall: 0.7726, relative_absolute_error: 0.5507, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4094, root_relative_squared_error: 0.8189,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9367, f_measure: 0.8697, kappa: 0.7389, kb_relative_information_score: 469771.9623, mean_absolute_error: 0.2875, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8706, predictive_accuracy: 0.87, prior_entropy: 1, recall: 0.87, relative_absolute_error: 0.575, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3423, root_relative_squared_error: 0.6846,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7231, f_measure: 0.6723, kappa: 0.3458, kb_relative_information_score: 167979.5744, mean_absolute_error: 0.4285, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6788, predictive_accuracy: 0.6759, prior_entropy: 1, recall: 0.6759, relative_absolute_error: 0.857, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4581, root_relative_squared_error: 0.9161,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9478, f_measure: 0.9108, kappa: 0.8212, kb_relative_information_score: 813712.0359, mean_absolute_error: 0.0941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9108, predictive_accuracy: 0.9107, prior_entropy: 1, recall: 0.9107, relative_absolute_error: 0.1881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2837, root_relative_squared_error: 0.5673,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9808, f_measure: 0.9395, kappa: 0.8788, kb_relative_information_score: 809372.2567, mean_absolute_error: 0.1051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9396, predictive_accuracy: 0.9395, prior_entropy: 1, recall: 0.9395, relative_absolute_error: 0.2101, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4329,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9587, f_measure: 0.8875, kappa: 0.7744, kb_relative_information_score: 585141.3741, mean_absolute_error: 0.2257, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8886, predictive_accuracy: 0.8877, prior_entropy: 1, recall: 0.8877, relative_absolute_error: 0.4514, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3022, root_relative_squared_error: 0.6044,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9875, f_measure: 0.9562, kappa: 0.9123, kb_relative_information_score: 882339.4004, mean_absolute_error: 0.0632, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9564, predictive_accuracy: 0.9562, prior_entropy: 1, recall: 0.9562, relative_absolute_error: 0.1264, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.3754,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9841, f_measure: 0.9464, kappa: 0.8927, kb_relative_information_score: 834014.1966, mean_absolute_error: 0.0907, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9465, predictive_accuracy: 0.9464, prior_entropy: 1, recall: 0.9464, relative_absolute_error: 0.1815, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2041, root_relative_squared_error: 0.4082,
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(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9515, f_measure: 0.9153, kappa: 0.8303, kb_relative_information_score: 818546.0667, mean_absolute_error: 0.092, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9153, predictive_accuracy: 0.9153, prior_entropy: 1, recall: 0.9153, relative_absolute_error: 0.1841, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.265, root_relative_squared_error: 0.53,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.967, kappa: 0.934, kb_relative_information_score: 899707.0527, mean_absolute_error: 0.0549, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9672, predictive_accuracy: 0.967, prior_entropy: 1, recall: 0.967, relative_absolute_error: 0.1098, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1599, root_relative_squared_error: 0.3197,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9586, f_measure: 0.8865, kappa: 0.7724, kb_relative_information_score: 585115.8323, mean_absolute_error: 0.2257, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8879, predictive_accuracy: 0.8867, prior_entropy: 1, recall: 0.8867, relative_absolute_error: 0.4514, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3023, root_relative_squared_error: 0.6046,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9877, f_measure: 0.9558, kappa: 0.9114, kb_relative_information_score: 883174.8835, mean_absolute_error: 0.0625, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 1, recall: 0.9558, relative_absolute_error: 0.1249, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.188, root_relative_squared_error: 0.3761,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8759, f_measure: 0.8768, kappa: 0.7531, kb_relative_information_score: 753958, mean_absolute_error: 0.123, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.877, prior_entropy: 1, recall: 0.877, relative_absolute_error: 0.246, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3507, root_relative_squared_error: 0.7015,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,10000,1)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.915, f_measure: 0.836, kappa: 0.6712, kb_relative_information_score: 542300.5531, mean_absolute_error: 0.2431, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8363, predictive_accuracy: 0.8361, prior_entropy: 1, recall: 0.8361, relative_absolute_error: 0.4862, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3425, root_relative_squared_error: 0.6849,

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    Timeline

    Plotting contribution timeline

    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(kr-vs-kp,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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