Task
Supervised Data Stream Classification on BNG(lymph,1000,10)

Supervised Data Stream Classification on BNG(lymph,1000,10)

Task 7385 Supervised Data Stream Classification BNG(lymph,1000,10) 28 runs submitted
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Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8787, f_measure: 0.7722, kappa: 0.5902, kb_relative_information_score: 713414.7916, mean_absolute_error: 0.1301, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7915, prior_entropy: 2, recall: 0.7915, relative_absolute_error: 0.347, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2814, root_relative_squared_error: 0.6498,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9414, f_measure: 0.8464, kappa: 0.7155, kb_relative_information_score: 777620.6166, mean_absolute_error: 0.1051, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8445, predictive_accuracy: 0.8492, prior_entropy: 2, recall: 0.8492, relative_absolute_error: 0.2803, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2347, root_relative_squared_error: 0.5421,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
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_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7556, f_measure: 0.6925, kappa: 0.4363, kb_relative_information_score: 649011.704, mean_absolute_error: 0.1483, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6779, predictive_accuracy: 0.7084, prior_entropy: 2, recall: 0.7084, relative_absolute_error: 0.3955, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3623, root_relative_squared_error: 0.8366,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8419, f_measure: 0.7499, kappa: 0.5368, kb_relative_information_score: 649608.9159, mean_absolute_error: 0.1597, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7453, predictive_accuracy: 0.7563, prior_entropy: 2, recall: 0.7563, relative_absolute_error: 0.4259, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3028, root_relative_squared_error: 0.6992,
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,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8605, f_measure: 0.7986, kappa: 0.6224, kb_relative_information_score: 421877.3899, mean_absolute_error: 0.2728, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.801, predictive_accuracy: 0.7964, prior_entropy: 2, recall: 0.7964, relative_absolute_error: 0.7276, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.344, root_relative_squared_error: 0.7944,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5364, f_measure: 0.4554, kappa: 0.0745, kb_relative_information_score: 406111.4906, mean_absolute_error: 0.2466, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5772, predictive_accuracy: 0.5069, prior_entropy: 2, recall: 0.5069, relative_absolute_error: 0.6575, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4895, root_relative_squared_error: 1.1304,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7811, f_measure: 0.6919, kappa: 0.4356, kb_relative_information_score: 579230.0352, mean_absolute_error: 0.1943, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6905, predictive_accuracy: 0.7076, prior_entropy: 2, recall: 0.7076, relative_absolute_error: 0.5182, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3242, root_relative_squared_error: 0.7488,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8531, f_measure: 0.7819, kappa: 0.5918, kb_relative_information_score: 694289.8176, mean_absolute_error: 0.1378, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7837, predictive_accuracy: 0.7802, prior_entropy: 2, recall: 0.7802, relative_absolute_error: 0.3676, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2963, root_relative_squared_error: 0.6842,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
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.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5033, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 440798.4145, mean_absolute_error: 0.2337, 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: 0.6231, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4731, root_relative_squared_error: 1.0925,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8701, f_measure: 0.7894, kappa: 0.6064, kb_relative_information_score: 699775.2785, mean_absolute_error: 0.1372, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7908, predictive_accuracy: 0.7881, prior_entropy: 2, recall: 0.7881, relative_absolute_error: 0.3659, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2875, root_relative_squared_error: 0.664,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9623, f_measure: 0.869, kappa: 0.7747, kb_relative_information_score: 810979.1716, mean_absolute_error: 0.0925, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8847, predictive_accuracy: 0.8844, prior_entropy: 2, recall: 0.8844, relative_absolute_error: 0.2467, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2088, root_relative_squared_error: 0.4823,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6251, f_measure: 0.5483, kappa: 0.1773, kb_relative_information_score: 426990.7278, mean_absolute_error: 0.2437, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5725, predictive_accuracy: 0.5285, prior_entropy: 2, recall: 0.5285, relative_absolute_error: 0.6499, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.44, root_relative_squared_error: 1.0162,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6706, f_measure: 0.592, kappa: 0.2304, kb_relative_information_score: 492541.9266, mean_absolute_error: 0.2357, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5912, predictive_accuracy: 0.6126, prior_entropy: 2, recall: 0.6126, relative_absolute_error: 0.6286, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3516, root_relative_squared_error: 0.812,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
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,1000,10)
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.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5979, f_measure: 0.535, kappa: 0.124, kb_relative_information_score: 456766.8419, mean_absolute_error: 0.2547, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5397, predictive_accuracy: 0.5678, prior_entropy: 2, recall: 0.5678, relative_absolute_error: 0.6791, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.362, root_relative_squared_error: 0.836,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
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.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9232, f_measure: 0.8354, kappa: 0.6959, kb_relative_information_score: 769477.7772, mean_absolute_error: 0.1066, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8328, predictive_accuracy: 0.8392, prior_entropy: 2, recall: 0.8392, relative_absolute_error: 0.2843, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2494, root_relative_squared_error: 0.576,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6565, f_measure: 0.5769, kappa: 0.2002, kb_relative_information_score: 487066.8591, mean_absolute_error: 0.2373, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5754, predictive_accuracy: 0.5967, prior_entropy: 2, recall: 0.5967, relative_absolute_error: 0.6328, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3557, root_relative_squared_error: 0.8215,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7437, f_measure: 0.6472, kappa: 0.3399, kb_relative_information_score: 487279.4083, mean_absolute_error: 0.2463, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6513, predictive_accuracy: 0.6646, prior_entropy: 2, recall: 0.6646, relative_absolute_error: 0.6569, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3388, root_relative_squared_error: 0.7825,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.686, f_measure: 0.5964, kappa: 0.2399, kb_relative_information_score: 495650.1098, mean_absolute_error: 0.2373, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6047, predictive_accuracy: 0.6197, prior_entropy: 2, recall: 0.6197, relative_absolute_error: 0.6328, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3471, root_relative_squared_error: 0.8015,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9526, f_measure: 0.8627, kappa: 0.7525, kb_relative_information_score: 785870.7699, mean_absolute_error: 0.1049, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8636, predictive_accuracy: 0.871, prior_entropy: 2, recall: 0.871, relative_absolute_error: 0.2797, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.22, root_relative_squared_error: 0.5081,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9613, f_measure: 0.8677, kappa: 0.7721, kb_relative_information_score: 811283.5588, mean_absolute_error: 0.0922, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8832, prior_entropy: 2, recall: 0.8832, relative_absolute_error: 0.2459, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2091, root_relative_squared_error: 0.4829,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6565, f_measure: 0.5769, kappa: 0.2002, kb_relative_information_score: 487066.8591, mean_absolute_error: 0.2373, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5754, predictive_accuracy: 0.5967, prior_entropy: 2, recall: 0.5967, relative_absolute_error: 0.6328, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3557, root_relative_squared_error: 0.8215,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph,1000,10)
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,1000,10)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5842, f_measure: 0.5198, kappa: 0.0948, kb_relative_information_score: 451359.2498, mean_absolute_error: 0.2576, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5276, predictive_accuracy: 0.5537, prior_entropy: 2, recall: 0.5537, relative_absolute_error: 0.6869, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3633, root_relative_squared_error: 0.839,

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    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,1000,10) (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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