Task
Supervised Data Stream Classification on BNG(kr-vs-kp,5000,5)

Supervised Data Stream Classification on BNG(kr-vs-kp,5000,5)

Task 7351 Supervised Data Stream Classification BNG(kr-vs-kp,5000,5) 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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9521, f_measure: 0.8842, kappa: 0.7681, kb_relative_information_score: 678718.6533, mean_absolute_error: 0.171, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8844, predictive_accuracy: 0.8842, prior_entropy: 1, recall: 0.8842, relative_absolute_error: 0.342, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2912, root_relative_squared_error: 0.5824,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9351, kappa: 0.8701, kb_relative_information_score: 767122.8612, mean_absolute_error: 0.1288, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9354, predictive_accuracy: 0.9351, prior_entropy: 1, recall: 0.9351, relative_absolute_error: 0.2575, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2272, root_relative_squared_error: 0.4543,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8532, f_measure: 0.7977, kappa: 0.5945, kb_relative_information_score: 522909.531, mean_absolute_error: 0.2463, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7981, predictive_accuracy: 0.798, prior_entropy: 1, recall: 0.798, relative_absolute_error: 0.4927, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3959, root_relative_squared_error: 0.7917,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9183, f_measure: 0.8685, kappa: 0.7369, kb_relative_information_score: 730989.4079, mean_absolute_error: 0.1351, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8692, predictive_accuracy: 0.8685, prior_entropy: 1, recall: 0.8685, relative_absolute_error: 0.2702, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3467, root_relative_squared_error: 0.6933,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9111, f_measure: 0.8291, kappa: 0.6573, kb_relative_information_score: 568030.7372, mean_absolute_error: 0.226, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8292, predictive_accuracy: 0.8292, prior_entropy: 1, recall: 0.8292, relative_absolute_error: 0.4521, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3475, root_relative_squared_error: 0.695,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.9735, kappa: 0.9469, kb_relative_information_score: 697723.5118, mean_absolute_error: 0.1782, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9735, predictive_accuracy: 0.9735, prior_entropy: 1, recall: 0.9735, relative_absolute_error: 0.3563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2191, root_relative_squared_error: 0.4383,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9819, f_measure: 0.9423, kappa: 0.8845, kb_relative_information_score: 853095.4058, mean_absolute_error: 0.0779, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9423, predictive_accuracy: 0.9423, prior_entropy: 1, recall: 0.9423, relative_absolute_error: 0.1557, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2131, root_relative_squared_error: 0.4263,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9822, f_measure: 0.9443, kappa: 0.8885, kb_relative_information_score: 854186.5467, mean_absolute_error: 0.0778, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9443, predictive_accuracy: 0.9443, prior_entropy: 1, recall: 0.9443, relative_absolute_error: 0.1557, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2104, root_relative_squared_error: 0.4207,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8587, f_measure: 0.8586, kappa: 0.7169, kb_relative_information_score: 717178, mean_absolute_error: 0.1414, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8588, predictive_accuracy: 0.8586, prior_entropy: 1, recall: 0.8586, relative_absolute_error: 0.2828, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.376, root_relative_squared_error: 0.7521,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9793, f_measure: 0.9369, kappa: 0.8735, kb_relative_information_score: 838531.5041, mean_absolute_error: 0.0855, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9369, predictive_accuracy: 0.9368, prior_entropy: 1, recall: 0.9368, relative_absolute_error: 0.171, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2225, root_relative_squared_error: 0.4449,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7817, f_measure: 0.7254, kappa: 0.4588, kb_relative_information_score: 294282.5567, mean_absolute_error: 0.365, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7412, predictive_accuracy: 0.7273, prior_entropy: 1, recall: 0.7273, relative_absolute_error: 0.7299, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4252, root_relative_squared_error: 0.8503,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
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.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9512, kappa: 0.9022, kb_relative_information_score: 818680.9716, mean_absolute_error: 0.1008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9515, predictive_accuracy: 0.9511, prior_entropy: 1, recall: 0.9511, relative_absolute_error: 0.2017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1982, root_relative_squared_error: 0.3963,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8545, f_measure: 0.8267, kappa: 0.6528, kb_relative_information_score: 643786.8453, mean_absolute_error: 0.1797, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8267, predictive_accuracy: 0.8267, prior_entropy: 1, recall: 0.8267, relative_absolute_error: 0.3593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4003, root_relative_squared_error: 0.8007,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7322, f_measure: 0.7259, kappa: 0.4586, kb_relative_information_score: 454866.1596, mean_absolute_error: 0.2726, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7392, predictive_accuracy: 0.7275, prior_entropy: 1, recall: 0.7275, relative_absolute_error: 0.5451, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5217, root_relative_squared_error: 1.0433,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9891, f_measure: 0.9516, kappa: 0.903, kb_relative_information_score: 850237.612, mean_absolute_error: 0.082, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9516, predictive_accuracy: 0.9516, prior_entropy: 1, recall: 0.9516, relative_absolute_error: 0.164, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1916, root_relative_squared_error: 0.3832,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.93, f_measure: 0.8501, kappa: 0.6997, kb_relative_information_score: 611399.0459, mean_absolute_error: 0.2046, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8501, predictive_accuracy: 0.8501, prior_entropy: 1, recall: 0.8501, relative_absolute_error: 0.4092, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3257, root_relative_squared_error: 0.6515,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.946, kappa: 0.8918, kb_relative_information_score: 800520.0701, mean_absolute_error: 0.1101, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9462, predictive_accuracy: 0.946, prior_entropy: 1, recall: 0.946, relative_absolute_error: 0.2202, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2107, root_relative_squared_error: 0.4214,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8876, f_measure: 0.8039, kappa: 0.609, kb_relative_information_score: 536162.2472, mean_absolute_error: 0.2402, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8084, predictive_accuracy: 0.804, prior_entropy: 1, recall: 0.804, relative_absolute_error: 0.4803, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3766, root_relative_squared_error: 0.7532,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8865, f_measure: 0.8122, kappa: 0.6235, kb_relative_information_score: 403923.2446, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8123, predictive_accuracy: 0.8123, prior_entropy: 1, recall: 0.8123, relative_absolute_error: 0.6333, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3776, root_relative_squared_error: 0.7551,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9739, f_measure: 0.915, kappa: 0.8298, kb_relative_information_score: 663011.4591, mean_absolute_error: 0.1853, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9151, predictive_accuracy: 0.915, prior_entropy: 1, recall: 0.915, relative_absolute_error: 0.3705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2685, root_relative_squared_error: 0.5369,
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,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9361, f_measure: 0.8851, kappa: 0.7699, kb_relative_information_score: 751916.6756, mean_absolute_error: 0.1261, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8853, predictive_accuracy: 0.885, prior_entropy: 1, recall: 0.885, relative_absolute_error: 0.2522, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3032, root_relative_squared_error: 0.6064,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
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_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9954, f_measure: 0.9708, kappa: 0.9414, kb_relative_information_score: 882637.6979, mean_absolute_error: 0.0663, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9708, predictive_accuracy: 0.9708, prior_entropy: 1, recall: 0.9708, relative_absolute_error: 0.1325, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1559, root_relative_squared_error: 0.3117,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9738, f_measure: 0.9151, kappa: 0.8299, kb_relative_information_score: 663417.8737, mean_absolute_error: 0.185, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9152, predictive_accuracy: 0.9151, prior_entropy: 1, recall: 0.9151, relative_absolute_error: 0.37, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2685, root_relative_squared_error: 0.5369,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9819, f_measure: 0.9423, kappa: 0.8845, kb_relative_information_score: 853095.4058, mean_absolute_error: 0.0779, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9423, predictive_accuracy: 0.9423, prior_entropy: 1, recall: 0.9423, relative_absolute_error: 0.1557, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2131, root_relative_squared_error: 0.4263,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8262, f_measure: 0.8265, kappa: 0.6524, kb_relative_information_score: 653080, mean_absolute_error: 0.1735, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8265, predictive_accuracy: 0.8265, prior_entropy: 1, recall: 0.8265, relative_absolute_error: 0.3469, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4165, root_relative_squared_error: 0.833,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp,5000,5)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8781, f_measure: 0.7886, kappa: 0.5762, kb_relative_information_score: 483702.9008, mean_absolute_error: 0.2685, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7886, predictive_accuracy: 0.7887, prior_entropy: 1, recall: 0.7887, relative_absolute_error: 0.537, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3789, root_relative_squared_error: 0.7577,

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    Timeline

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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(kr-vs-kp,5000,5) (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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