Task
Supervised Data Stream Classification on Agrawal1

Supervised Data Stream Classification on Agrawal1

Task 7309 Supervised Data Stream Classification Agrawal1 311 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.708, f_measure: 0.7802, kappa: 0.4869, kb_relative_information_score: 613526, mean_absolute_error: 0.1932, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8436, predictive_accuracy: 0.8068, prior_entropy: 1, recall: 0.8068, relative_absolute_error: 0.3865, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4396, root_relative_squared_error: 0.8792,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_kNNwithPAW(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7848, f_measure: 0.7754, kappa: 0.476, kb_relative_information_score: 611888.1691, mean_absolute_error: 0.1942, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8406, predictive_accuracy: 0.8032, prior_entropy: 1, recall: 0.8032, relative_absolute_error: 0.3884, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4184, root_relative_squared_error: 0.8368,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8177, f_measure: 0.7868, kappa: 0.5021, kb_relative_information_score: 625182.8472, mean_absolute_error: 0.1872, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.847, predictive_accuracy: 0.8117, prior_entropy: 1, recall: 0.8117, relative_absolute_error: 0.3743, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4174, root_relative_squared_error: 0.8348,
Jan van Rijn 9 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9095, f_measure: 0.7268, kappa: 0.368, kb_relative_information_score: 497238.198, mean_absolute_error: 0.2585, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8247, predictive_accuracy: 0.7707, prior_entropy: 1, recall: 0.7707, relative_absolute_error: 0.517, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3729, root_relative_squared_error: 0.7458,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9294, f_measure: 0.7881, kappa: 0.5049, kb_relative_information_score: 620633.2558, mean_absolute_error: 0.19, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8425, predictive_accuracy: 0.8117, prior_entropy: 1, recall: 0.8117, relative_absolute_error: 0.3799, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4255, root_relative_squared_error: 0.8511,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5402, kb_relative_information_score: 276493.8514, mean_absolute_error: 0.3717, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.561, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.7435, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5107, root_relative_squared_error: 1.0214,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7619, f_measure: 0.7565, kappa: 0.4332, kb_relative_information_score: 595459.4825, mean_absolute_error: 0.2013, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8289, predictive_accuracy: 0.7893, prior_entropy: 1, recall: 0.7893, relative_absolute_error: 0.4026, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4284, root_relative_squared_error: 0.8568,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6522, f_measure: 0.7271, kappa: 0.368, kb_relative_information_score: 539148, mean_absolute_error: 0.2304, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8163, predictive_accuracy: 0.7696, prior_entropy: 1, recall: 0.7696, relative_absolute_error: 0.4609, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.48, root_relative_squared_error: 0.9601,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9614, f_measure: 0.8901, kappa: 0.7485, kb_relative_information_score: 709882.8596, mean_absolute_error: 0.1489, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8901, predictive_accuracy: 0.8911, prior_entropy: 1, recall: 0.8911, relative_absolute_error: 0.2978, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2785, root_relative_squared_error: 0.5571,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9288, f_measure: 0.7882, kappa: 0.505, kb_relative_information_score: 617015.2489, mean_absolute_error: 0.1921, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8429, predictive_accuracy: 0.8119, prior_entropy: 1, recall: 0.8119, relative_absolute_error: 0.3842, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4271, root_relative_squared_error: 0.8542,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9356, f_measure: 0.717, kappa: 0.3469, kb_relative_information_score: 509021.4808, mean_absolute_error: 0.2525, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8215, predictive_accuracy: 0.7645, prior_entropy: 1, recall: 0.7645, relative_absolute_error: 0.5051, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3746, root_relative_squared_error: 0.7491,
Jan van Rijn 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.5172, kappa: -0.0008, kb_relative_information_score: 3925.2734, mean_absolute_error: 0.498, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5588, predictive_accuracy: 0.5019, prior_entropy: 1, recall: 0.5019, relative_absolute_error: 0.9961, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7027, root_relative_squared_error: 1.4054,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7178, f_measure: 0.7882, kappa: 0.5051, kb_relative_information_score: 623808, mean_absolute_error: 0.1881, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.843, predictive_accuracy: 0.8119, prior_entropy: 1, recall: 0.8119, relative_absolute_error: 0.3762, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4337, root_relative_squared_error: 0.8674,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9582, f_measure: 0.8833, kappa: 0.7282, kb_relative_information_score: 781088.8618, mean_absolute_error: 0.1106, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8972, predictive_accuracy: 0.8888, prior_entropy: 1, recall: 0.8888, relative_absolute_error: 0.2211, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2859, root_relative_squared_error: 0.5717,
Joaquin Vanschoren 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6018, f_measure: 0.6182, kappa: 0.1075, kb_relative_information_score: 150272.3212, mean_absolute_error: 0.4347, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6188, predictive_accuracy: 0.6595, prior_entropy: 1, recall: 0.6595, relative_absolute_error: 0.8693, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.473, root_relative_squared_error: 0.9459,
Joaquin Vanschoren 9 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9903, f_measure: 0.9488, kappa: 0.8839, kb_relative_information_score: 868209.9875, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9488, predictive_accuracy: 0.9488, prior_entropy: 1, recall: 0.9488, relative_absolute_error: 0.1386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1888, root_relative_squared_error: 0.3776,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9912, f_measure: 0.9479, kappa: 0.8822, kb_relative_information_score: 856290.6343, mean_absolute_error: 0.0769, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9482, predictive_accuracy: 0.9477, prior_entropy: 1, recall: 0.9477, relative_absolute_error: 0.1539, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1892, root_relative_squared_error: 0.3785,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.9481, kappa: 0.8825, kb_relative_information_score: 856394.391, mean_absolute_error: 0.0769, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9483, predictive_accuracy: 0.9479, prior_entropy: 1, recall: 0.9479, relative_absolute_error: 0.1538, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1886, root_relative_squared_error: 0.3773,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 898406, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4508,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8847, kb_relative_information_score: 898374, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4508,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7379, f_measure: 0.7877, kappa: 0.504, kb_relative_information_score: 618211.6589, mean_absolute_error: 0.1914, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8427, predictive_accuracy: 0.8115, prior_entropy: 1, recall: 0.8115, relative_absolute_error: 0.3829, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.43, root_relative_squared_error: 0.86,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9383, f_measure: 0.9469, kappa: 0.8794, kb_relative_information_score: 894018, mean_absolute_error: 0.053, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9469, predictive_accuracy: 0.947, prior_entropy: 1, recall: 0.947, relative_absolute_error: 0.106, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2302, root_relative_squared_error: 0.4604,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 898418, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4507,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8847, kb_relative_information_score: 898398, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4508,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8847, kb_relative_information_score: 898392, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4508,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.942, f_measure: 0.949, kappa: 0.8843, kb_relative_information_score: 898054, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.949, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.1019, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2258, root_relative_squared_error: 0.4515,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.942, f_measure: 0.949, kappa: 0.8843, kb_relative_information_score: 898070, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.949, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.1019, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2258, root_relative_squared_error: 0.4515,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9421, f_measure: 0.9491, kappa: 0.8844, kb_relative_information_score: 898160, mean_absolute_error: 0.0509, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9491, predictive_accuracy: 0.9491, prior_entropy: 1, recall: 0.9491, relative_absolute_error: 0.1018, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2257, root_relative_squared_error: 0.4513,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8825, f_measure: 0.9133, kappa: 0.7998, kb_relative_information_score: 831150, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9156, prior_entropy: 1, recall: 0.9156, relative_absolute_error: 0.1689, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2906, root_relative_squared_error: 0.5811,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9493, kappa: 0.8852, kb_relative_information_score: 856707.6332, mean_absolute_error: 0.0772, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9495, predictive_accuracy: 0.9491, prior_entropy: 1, recall: 0.9491, relative_absolute_error: 0.1544, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1887, root_relative_squared_error: 0.3774,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9222, f_measure: 0.9377, kappa: 0.8576, kb_relative_information_score: 876378, mean_absolute_error: 0.0618, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.938, predictive_accuracy: 0.9382, prior_entropy: 1, recall: 0.9382, relative_absolute_error: 0.1236, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2486, root_relative_squared_error: 0.4972,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 898406, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4508,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.9494, kappa: 0.8855, kb_relative_information_score: 860834.2702, mean_absolute_error: 0.0746, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9496, predictive_accuracy: 0.9493, prior_entropy: 1, recall: 0.9493, relative_absolute_error: 0.1491, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1871, root_relative_squared_error: 0.3741,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9491, kappa: 0.885, kb_relative_information_score: 855115.2175, mean_absolute_error: 0.0781, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.1562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3778,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9915, f_measure: 0.9482, kappa: 0.8828, kb_relative_information_score: 856703.9382, mean_absolute_error: 0.0767, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9484, predictive_accuracy: 0.9481, prior_entropy: 1, recall: 0.9481, relative_absolute_error: 0.1533, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1884, root_relative_squared_error: 0.3768,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 898418, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.4507,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9915, f_measure: 0.9482, kappa: 0.8829, kb_relative_information_score: 856074.7063, mean_absolute_error: 0.0772, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9486, predictive_accuracy: 0.948, prior_entropy: 1, recall: 0.948, relative_absolute_error: 0.1544, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1887, root_relative_squared_error: 0.3774,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9419, f_measure: 0.949, kappa: 0.8842, kb_relative_information_score: 897980, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.949, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.102, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2259, root_relative_squared_error: 0.4517,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.942, f_measure: 0.949, kappa: 0.8843, kb_relative_information_score: 898054, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.949, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.1019, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2258, root_relative_squared_error: 0.4515,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9422, f_measure: 0.9491, kappa: 0.8846, kb_relative_information_score: 898262, mean_absolute_error: 0.0509, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9491, predictive_accuracy: 0.9491, prior_entropy: 1, recall: 0.9491, relative_absolute_error: 0.1017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2255, root_relative_squared_error: 0.4511,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.9422, kappa: 0.8682, kb_relative_information_score: 571793.7475, mean_absolute_error: 0.2424, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9424, predictive_accuracy: 0.9426, prior_entropy: 1, recall: 0.9426, relative_absolute_error: 0.4847, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2865, root_relative_squared_error: 0.5729,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9494, kappa: 0.8853, kb_relative_information_score: 865192.1743, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.9494, prior_entropy: 1, recall: 0.9494, relative_absolute_error: 0.1429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1916, root_relative_squared_error: 0.3831,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9494, kappa: 0.8853, kb_relative_information_score: 865192.1743, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.9494, prior_entropy: 1, recall: 0.9494, relative_absolute_error: 0.1429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1916, root_relative_squared_error: 0.3831,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9494, kappa: 0.8853, kb_relative_information_score: 865192.1743, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.9494, prior_entropy: 1, recall: 0.9494, relative_absolute_error: 0.1429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1916, root_relative_squared_error: 0.3831,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9898, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 868202.4578, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1891, root_relative_squared_error: 0.3783,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9489, kappa: 0.8844, kb_relative_information_score: 858674.5605, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3766,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9489, kappa: 0.8844, kb_relative_information_score: 858674.5605, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3766,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9755, f_measure: 0.941, kappa: 0.8653, kb_relative_information_score: 572776.2035, mean_absolute_error: 0.2417, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9412, predictive_accuracy: 0.9414, prior_entropy: 1, recall: 0.9414, relative_absolute_error: 0.4834, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2862, root_relative_squared_error: 0.5725,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.9423, kappa: 0.8684, kb_relative_information_score: 571672.5793, mean_absolute_error: 0.2424, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9425, predictive_accuracy: 0.9427, prior_entropy: 1, recall: 0.9427, relative_absolute_error: 0.4849, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2865, root_relative_squared_error: 0.573,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9489, kappa: 0.8844, kb_relative_information_score: 858674.5605, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3766,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9489, kappa: 0.8844, kb_relative_information_score: 858674.866, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3766,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.9494, kappa: 0.8855, kb_relative_information_score: 860834.2702, mean_absolute_error: 0.0746, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9496, predictive_accuracy: 0.9493, prior_entropy: 1, recall: 0.9493, relative_absolute_error: 0.1491, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1871, root_relative_squared_error: 0.3741,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.9422, kappa: 0.8682, kb_relative_information_score: 571793.7475, mean_absolute_error: 0.2424, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9424, predictive_accuracy: 0.9426, prior_entropy: 1, recall: 0.9426, relative_absolute_error: 0.4847, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2865, root_relative_squared_error: 0.5729,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9491, kappa: 0.885, kb_relative_information_score: 855114.9812, mean_absolute_error: 0.0781, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.949, prior_entropy: 1, recall: 0.949, relative_absolute_error: 0.1562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3778,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9489, kappa: 0.8844, kb_relative_information_score: 858674.866, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3766,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9901, f_measure: 0.9443, kappa: 0.8749, kb_relative_information_score: 839342.5318, mean_absolute_error: 0.0871, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9459, predictive_accuracy: 0.9438, prior_entropy: 1, recall: 0.9438, relative_absolute_error: 0.1742, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1973, root_relative_squared_error: 0.3946,
Jan van Rijn 9 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Predictions need to be done in the same order as the dataset. Could not find prediction for instance #1. Found prediction for instance #0 instead.
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: number expected, read Token[groupB], line 11
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5638, f_measure: 0.6016, kappa: 0.0683, kb_relative_information_score: 125883.5784, mean_absolute_error: 0.4472, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5963, predictive_accuracy: 0.6427, prior_entropy: 1, recall: 0.6427, relative_absolute_error: 0.8944, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4755, root_relative_squared_error: 0.951,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.8763, kappa: 0.7109, kb_relative_information_score: 619607.1113, mean_absolute_error: 0.2005, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9011, predictive_accuracy: 0.8841, prior_entropy: 1, recall: 0.8841, relative_absolute_error: 0.4009, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2989, root_relative_squared_error: 0.5978,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.5402, kb_relative_information_score: 37690.7493, mean_absolute_error: 0.4862, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.9725, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4884, root_relative_squared_error: 0.9768,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6304, f_measure: 0.6321, kappa: 0.1554, kb_relative_information_score: 178596.8005, mean_absolute_error: 0.4185, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6281, predictive_accuracy: 0.6375, prior_entropy: 1, recall: 0.6375, relative_absolute_error: 0.8369, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4819, root_relative_squared_error: 0.9637,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5591, kappa: -0.0001, kb_relative_information_score: 118243.9981, mean_absolute_error: 0.4409, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5592, predictive_accuracy: 0.5591, prior_entropy: 1, recall: 0.5591, relative_absolute_error: 0.8818, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.664, root_relative_squared_error: 1.328,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5425, kappa: 0.0001, kb_relative_information_score: 340510, mean_absolute_error: 0.3297, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5601, predictive_accuracy: 0.6703, prior_entropy: 1, recall: 0.6703, relative_absolute_error: 0.6595, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5742, root_relative_squared_error: 1.1485,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7822, f_measure: 0.5402, kb_relative_information_score: 318324.3762, mean_absolute_error: 0.3462, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6924, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4077, root_relative_squared_error: 0.8153,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9519, f_measure: 0.9504, kappa: 0.8873, kb_relative_information_score: 900101.3106, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9503, predictive_accuracy: 0.9504, prior_entropy: 1, recall: 0.9504, relative_absolute_error: 0.1001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2189, root_relative_squared_error: 0.4379,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9902, f_measure: 0.9481, kappa: 0.882, kb_relative_information_score: 860805.8362, mean_absolute_error: 0.0747, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.948, predictive_accuracy: 0.9482, prior_entropy: 1, recall: 0.9482, relative_absolute_error: 0.1494, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.188, root_relative_squared_error: 0.3759,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8513, f_measure: 0.804, kappa: 0.5585, kb_relative_information_score: 531310.059, mean_absolute_error: 0.2421, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8058, predictive_accuracy: 0.8028, prior_entropy: 1, recall: 0.8028, relative_absolute_error: 0.4843, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.379, root_relative_squared_error: 0.7581,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9903, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 868139.876, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1387, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1887, root_relative_squared_error: 0.3774,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9588, f_measure: 0.8348, kappa: 0.6168, kb_relative_information_score: 698807.5022, mean_absolute_error: 0.1503, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8397, predictive_accuracy: 0.8407, prior_entropy: 1, recall: 0.8407, relative_absolute_error: 0.3005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2977, root_relative_squared_error: 0.5954,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.5576, kappa: 0.0003, kb_relative_information_score: 309474, mean_absolute_error: 0.3453, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5596, predictive_accuracy: 0.6549, prior_entropy: 1, recall: 0.6549, relative_absolute_error: 0.6905, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5874, root_relative_squared_error: 1.1748,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 343758, mean_absolute_error: 0.3281, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5726, root_relative_squared_error: 1.1452,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9806, f_measure: 0.8423, kappa: 0.631, kb_relative_information_score: 614338.2865, mean_absolute_error: 0.2008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8724, predictive_accuracy: 0.8541, prior_entropy: 1, recall: 0.8541, relative_absolute_error: 0.4017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3085, root_relative_squared_error: 0.6171,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.944, f_measure: 0.9504, kappa: 0.8875, kb_relative_information_score: 900490, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9504, predictive_accuracy: 0.9504, prior_entropy: 1, recall: 0.9504, relative_absolute_error: 0.0995, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2225, root_relative_squared_error: 0.445,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9718, f_measure: 0.9473, kappa: 0.8796, kb_relative_information_score: 851418.0762, mean_absolute_error: 0.0806, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9475, predictive_accuracy: 0.9476, prior_entropy: 1, recall: 0.9476, relative_absolute_error: 0.1612, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2089, root_relative_squared_error: 0.4179,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.5402, kappa: 0, kb_relative_information_score: 147157.2009, mean_absolute_error: 0.4406, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5746, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.8813, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4695, root_relative_squared_error: 0.9389,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.5596, kappa: 0.001, kb_relative_information_score: 119254, mean_absolute_error: 0.4404, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5596, predictive_accuracy: 0.5596, prior_entropy: 1, recall: 0.5596, relative_absolute_error: 0.8807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6636, root_relative_squared_error: 1.3272,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7826, f_measure: 0.7037, kappa: 0.3085, kb_relative_information_score: 359540.1864, mean_absolute_error: 0.3291, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7389, predictive_accuracy: 0.7394, prior_entropy: 1, recall: 0.7394, relative_absolute_error: 0.6581, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4101, root_relative_squared_error: 0.8203,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9466, kappa: 0.8794, kb_relative_information_score: 848543.1246, mean_absolute_error: 0.0819, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.947, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2086, root_relative_squared_error: 0.4171,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9898, f_measure: 0.9492, kappa: 0.8848, kb_relative_information_score: 868412.1308, mean_absolute_error: 0.0692, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9492, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1384, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1891, root_relative_squared_error: 0.3782,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5494, f_measure: 0.5935, kappa: 0.0501, kb_relative_information_score: 122075.822, mean_absolute_error: 0.4473, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5872, predictive_accuracy: 0.6386, prior_entropy: 1, recall: 0.6386, relative_absolute_error: 0.8946, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4852, root_relative_squared_error: 0.9704,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.9496, kappa: 0.8858, kb_relative_information_score: 859504.0981, mean_absolute_error: 0.0753, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9497, predictive_accuracy: 0.9495, prior_entropy: 1, recall: 0.9495, relative_absolute_error: 0.1506, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1869, root_relative_squared_error: 0.3738,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9903, f_measure: 0.9487, kappa: 0.8839, kb_relative_information_score: 857919.4842, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9488, predictive_accuracy: 0.9487, prior_entropy: 1, recall: 0.9487, relative_absolute_error: 0.1529, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1872, root_relative_squared_error: 0.3744,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.541, kappa: -0.0001, kb_relative_information_score: 342848.314, mean_absolute_error: 0.3286, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5574, predictive_accuracy: 0.6714, prior_entropy: 1, recall: 0.6714, relative_absolute_error: 0.6572, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5732, root_relative_squared_error: 1.1464,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.8769, kappa: 0.7124, kb_relative_information_score: 619842.3774, mean_absolute_error: 0.2004, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9015, predictive_accuracy: 0.8846, prior_entropy: 1, recall: 0.8846, relative_absolute_error: 0.4007, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2988, root_relative_squared_error: 0.5976,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.709, f_measure: 0.5402, kappa: 0, kb_relative_information_score: 296408.7748, mean_absolute_error: 0.354, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5746, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.708, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4255, root_relative_squared_error: 0.851,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.5539, kappa: -0.003, kb_relative_information_score: 141545.755, mean_absolute_error: 0.4409, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5548, predictive_accuracy: 0.6566, prior_entropy: 1, recall: 0.6566, relative_absolute_error: 0.8818, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4789, root_relative_squared_error: 0.9577,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 344090, mean_absolute_error: 0.328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.6559, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5727, root_relative_squared_error: 1.1453,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5627, kappa: 0.0006, kb_relative_information_score: 119812.0534, mean_absolute_error: 0.4405, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5595, predictive_accuracy: 0.5664, prior_entropy: 1, recall: 0.5664, relative_absolute_error: 0.8811, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6212, root_relative_squared_error: 1.2424,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.5596, kappa: 0.001, kb_relative_information_score: 119280.5109, mean_absolute_error: 0.4404, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5596, predictive_accuracy: 0.5596, prior_entropy: 1, recall: 0.5596, relative_absolute_error: 0.8807, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6628, root_relative_squared_error: 1.3257,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.987, f_measure: 0.9493, kappa: 0.8852, kb_relative_information_score: 855175.1181, mean_absolute_error: 0.0793, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.9492, prior_entropy: 1, recall: 0.9492, relative_absolute_error: 0.1587, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1933, root_relative_squared_error: 0.3866,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9882, f_measure: 0.9497, kappa: 0.8859, kb_relative_information_score: 860952.4037, mean_absolute_error: 0.0757, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9497, predictive_accuracy: 0.9497, prior_entropy: 1, recall: 0.9497, relative_absolute_error: 0.1514, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1925, root_relative_squared_error: 0.3851,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5402, kb_relative_information_score: 391, mean_absolute_error: 0.4998, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4516, predictive_accuracy: 0.672, prior_entropy: 1, recall: 0.672, relative_absolute_error: 0.9996, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5001, root_relative_squared_error: 1.0002,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9675, f_measure: 0.9131, kappa: 0.8024, kb_relative_information_score: 584295.674, mean_absolute_error: 0.2314, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.913, predictive_accuracy: 0.9134, prior_entropy: 1, recall: 0.9134, relative_absolute_error: 0.4627, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2898, root_relative_squared_error: 0.5797,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set Agrawal1
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.944, f_measure: 0.9504, kappa: 0.8875, kb_relative_information_score: 847935.36, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9504, predictive_accuracy: 0.9504, prior_entropy: 1, recall: 0.9504, relative_absolute_error: 0.1704, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2165, root_relative_squared_error: 0.433,

Metric:

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 Agrawal1 (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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