Task
Supervised Data Stream Classification on RandomRBF_10_1E-3

Supervised Data Stream Classification on RandomRBF_10_1E-3

Task 195 Supervised Data Stream Classification RandomRBF_10_1E-3 287 runs submitted
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  • ecmlpkdd2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9286, f_measure: 0.7727, kappa: 0.7062, kb_relative_information_score: 697249.3725, mean_absolute_error: 0.1182, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7724, predictive_accuracy: 0.7739, prior_entropy: 2.3219, recall: 0.7739, relative_absolute_error: 0.3695, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.255, root_relative_squared_error: 0.6375,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9776, f_measure: 0.8537, kappa: 0.8104, kb_relative_information_score: 759154.7615, mean_absolute_error: 0.0989, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8551, predictive_accuracy: 0.8541, prior_entropy: 2.3219, recall: 0.8541, relative_absolute_error: 0.309, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.203, root_relative_squared_error: 0.5074,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9778, f_measure: 0.8541, kappa: 0.811, kb_relative_information_score: 756906.66, mean_absolute_error: 0.1002, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8556, predictive_accuracy: 0.8545, prior_entropy: 2.3219, recall: 0.8545, relative_absolute_error: 0.3131, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2031, root_relative_squared_error: 0.5077,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867189.3661, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867189.3661, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9246, f_measure: 0.8827, kappa: 0.8487, kb_relative_information_score: 866732.7687, mean_absolute_error: 0.0468, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8833, predictive_accuracy: 0.883, prior_entropy: 2.3219, recall: 0.883, relative_absolute_error: 0.1463, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.5409,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867189.3661, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9248, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867177.9796, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867187.0888, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9248, f_measure: 0.8831, kappa: 0.8491, kb_relative_information_score: 867152.9294, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8836, predictive_accuracy: 0.8833, prior_entropy: 2.3219, recall: 0.8833, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.5401,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9248, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867168.8705, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8836, predictive_accuracy: 0.8833, prior_entropy: 2.3219, recall: 0.8833, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9662, f_measure: 0.816, kappa: 0.7627, kb_relative_information_score: 706987.3819, mean_absolute_error: 0.12, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8188, predictive_accuracy: 0.818, prior_entropy: 2.3219, recall: 0.818, relative_absolute_error: 0.3751, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2246, root_relative_squared_error: 0.5615,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.8585, kappa: 0.8173, kb_relative_information_score: 839331.2314, mean_absolute_error: 0.0564, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8586, predictive_accuracy: 0.8589, prior_entropy: 2.3219, recall: 0.8589, relative_absolute_error: 0.1764, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2376, root_relative_squared_error: 0.5939,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9248, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867160.8999, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8836, predictive_accuracy: 0.8833, prior_entropy: 2.3219, recall: 0.8833, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.5401,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9168, f_measure: 0.8708, kappa: 0.8332, kb_relative_information_score: 853227.278, mean_absolute_error: 0.0516, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8711, predictive_accuracy: 0.8711, prior_entropy: 2.3219, recall: 0.8711, relative_absolute_error: 0.1611, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2271, root_relative_squared_error: 0.5677,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867189.3661, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9657, f_measure: 0.8141, kappa: 0.7603, kb_relative_information_score: 705202.4559, mean_absolute_error: 0.1208, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.817, predictive_accuracy: 0.8162, prior_entropy: 2.3219, recall: 0.8162, relative_absolute_error: 0.3775, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.5635,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.8537, kappa: 0.8106, kb_relative_information_score: 753730.9292, mean_absolute_error: 0.102, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8553, predictive_accuracy: 0.8542, prior_entropy: 2.3219, recall: 0.8542, relative_absolute_error: 0.3188, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2039, root_relative_squared_error: 0.5098,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.8829, kappa: 0.8489, kb_relative_information_score: 866902.4271, mean_absolute_error: 0.0468, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8834, predictive_accuracy: 0.8831, prior_entropy: 2.3219, recall: 0.8831, relative_absolute_error: 0.1461, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2162, root_relative_squared_error: 0.5406,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.8829, kappa: 0.8489, kb_relative_information_score: 866902.4271, mean_absolute_error: 0.0468, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8834, predictive_accuracy: 0.8831, prior_entropy: 2.3219, recall: 0.8831, relative_absolute_error: 0.1461, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2162, root_relative_squared_error: 0.5406,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9647, f_measure: 0.812, kappa: 0.7575, kb_relative_information_score: 706937.6732, mean_absolute_error: 0.1195, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8144, predictive_accuracy: 0.8139, prior_entropy: 2.3219, recall: 0.8139, relative_absolute_error: 0.3734, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2261, root_relative_squared_error: 0.5652,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9248, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867168.8705, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8836, predictive_accuracy: 0.8833, prior_entropy: 2.3219, recall: 0.8833, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9761, f_measure: 0.8512, kappa: 0.8072, kb_relative_information_score: 749777.5672, mean_absolute_error: 0.1041, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8527, predictive_accuracy: 0.8516, prior_entropy: 2.3219, recall: 0.8516, relative_absolute_error: 0.3253, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2057, root_relative_squared_error: 0.5143,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9249, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 867189.3661, mean_absolute_error: 0.0467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1458, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.216, root_relative_squared_error: 0.54,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9682, f_measure: 0.8284, kappa: 0.7788, kb_relative_information_score: 631798.3634, mean_absolute_error: 0.1594, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8338, predictive_accuracy: 0.8302, prior_entropy: 2.3219, recall: 0.8302, relative_absolute_error: 0.4982, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2409, root_relative_squared_error: 0.6021,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9681, f_measure: 0.8285, kappa: 0.7789, kb_relative_information_score: 631899.9068, mean_absolute_error: 0.1594, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.834, predictive_accuracy: 0.8303, prior_entropy: 2.3219, recall: 0.8303, relative_absolute_error: 0.498, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2409, root_relative_squared_error: 0.6022,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.974, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 850707.6093, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.184, root_relative_squared_error: 0.46,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9629, f_measure: 0.8099, kappa: 0.7548, kb_relative_information_score: 702480.4079, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8124, predictive_accuracy: 0.8119, prior_entropy: 2.3219, recall: 0.8119, relative_absolute_error: 0.3806, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.228, root_relative_squared_error: 0.5701,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9629, f_measure: 0.8099, kappa: 0.7548, kb_relative_information_score: 702480.4079, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8124, predictive_accuracy: 0.8119, prior_entropy: 2.3219, recall: 0.8119, relative_absolute_error: 0.3806, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.228, root_relative_squared_error: 0.5701,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9675, f_measure: 0.8283, kappa: 0.7785, kb_relative_information_score: 632624.7123, mean_absolute_error: 0.159, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8337, predictive_accuracy: 0.83, prior_entropy: 2.3219, recall: 0.83, relative_absolute_error: 0.4968, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.241, root_relative_squared_error: 0.6025,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.974, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 850710.7924, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, recall: 0.8834, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.184, root_relative_squared_error: 0.46,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9629, f_measure: 0.8099, kappa: 0.7548, kb_relative_information_score: 702480.4079, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8124, predictive_accuracy: 0.8119, prior_entropy: 2.3219, recall: 0.8119, relative_absolute_error: 0.3806, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.228, root_relative_squared_error: 0.5701,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9629, f_measure: 0.8099, kappa: 0.7548, kb_relative_information_score: 702480.4079, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8124, predictive_accuracy: 0.8119, prior_entropy: 2.3219, recall: 0.8119, relative_absolute_error: 0.3806, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.228, root_relative_squared_error: 0.5701,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9657, f_measure: 0.8141, kappa: 0.7603, kb_relative_information_score: 705202.4559, mean_absolute_error: 0.1208, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.817, predictive_accuracy: 0.8162, prior_entropy: 2.3219, recall: 0.8162, relative_absolute_error: 0.3775, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2254, root_relative_squared_error: 0.5635,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9647, f_measure: 0.812, kappa: 0.7575, kb_relative_information_score: 706935.3879, mean_absolute_error: 0.1195, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8144, predictive_accuracy: 0.8139, prior_entropy: 2.3219, recall: 0.8139, relative_absolute_error: 0.3734, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2261, root_relative_squared_error: 0.5652,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9606, f_measure: 0.8062, kappa: 0.7501, kb_relative_information_score: 708230.4977, mean_absolute_error: 0.1181, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8076, predictive_accuracy: 0.808, prior_entropy: 2.3219, recall: 0.808, relative_absolute_error: 0.3692, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.229, root_relative_squared_error: 0.5725,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9793, f_measure: 0.8789, kappa: 0.8436, kb_relative_information_score: 839571.2166, mean_absolute_error: 0.0645, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8792, predictive_accuracy: 0.8791, prior_entropy: 2.3219, recall: 0.8791, relative_absolute_error: 0.2014, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1861, root_relative_squared_error: 0.4652,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7725, f_measure: 0.5073, kappa: 0.3614, kb_relative_information_score: 313313.3298, mean_absolute_error: 0.2609, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.522, predictive_accuracy: 0.5194, prior_entropy: 2.3219, recall: 0.5194, relative_absolute_error: 0.8154, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3608, root_relative_squared_error: 0.9021,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9701, f_measure: 0.8234, kappa: 0.7752, kb_relative_information_score: 788957.5517, mean_absolute_error: 0.0786, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8265, predictive_accuracy: 0.8277, prior_entropy: 2.3219, recall: 0.8277, relative_absolute_error: 0.2456, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2166, root_relative_squared_error: 0.5415,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, f_measure: 0.1496, kappa: 0.0023, kb_relative_information_score: 174303.777, mean_absolute_error: 0.2973, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1694, predictive_accuracy: 0.3009, prior_entropy: 2.3219, recall: 0.3009, relative_absolute_error: 0.9291, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3961, root_relative_squared_error: 0.9902,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5427, f_measure: 0.0511, kappa: -0.0012, kb_relative_information_score: 117203.7825, mean_absolute_error: 0.3199, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.091, predictive_accuracy: 0.1661, prior_entropy: 2.3219, recall: 0.1661, relative_absolute_error: 0.9996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4942, root_relative_squared_error: 1.2354,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8051, f_measure: 0.4996, kappa: 0.3672, kb_relative_information_score: 275042.8457, mean_absolute_error: 0.2746, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5033, predictive_accuracy: 0.5239, prior_entropy: 2.3219, recall: 0.5239, relative_absolute_error: 0.8582, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3617, root_relative_squared_error: 0.9044,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9346, f_measure: 0.7623, kappa: 0.6965, kb_relative_information_score: 668131.48, mean_absolute_error: 0.1323, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7721, predictive_accuracy: 0.7686, prior_entropy: 2.3219, recall: 0.7686, relative_absolute_error: 0.4136, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2533, root_relative_squared_error: 0.6332,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7762, f_measure: 0.5069, kappa: 0.3607, kb_relative_information_score: 318180.1767, mean_absolute_error: 0.2594, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5206, predictive_accuracy: 0.5184, prior_entropy: 2.3219, recall: 0.5184, relative_absolute_error: 0.8108, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3598, root_relative_squared_error: 0.8996,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7609, f_measure: 0.4704, kappa: 0.3249, kb_relative_information_score: 314938.6845, mean_absolute_error: 0.26, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.465, predictive_accuracy: 0.4899, prior_entropy: 2.3219, recall: 0.4899, relative_absolute_error: 0.8123, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3639, root_relative_squared_error: 0.9097,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5203, f_measure: 0.1314, kappa: 0.0251, kb_relative_information_score: 104490.3983, mean_absolute_error: 0.3173, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1212, predictive_accuracy: 0.2078, prior_entropy: 2.3219, recall: 0.2078, relative_absolute_error: 0.9915, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.543, root_relative_squared_error: 1.3576,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9448, f_measure: 0.7841, kappa: 0.7248, kb_relative_information_score: 686610.8343, mean_absolute_error: 0.1242, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7917, predictive_accuracy: 0.7896, prior_entropy: 2.3219, recall: 0.7896, relative_absolute_error: 0.3881, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2418, root_relative_squared_error: 0.6044,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.64, f_measure: 0.3002, kappa: 0.1462, kb_relative_information_score: 160951.4805, mean_absolute_error: 0.2974, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3537, predictive_accuracy: 0.388, prior_entropy: 2.3219, recall: 0.388, relative_absolute_error: 0.9294, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3848, root_relative_squared_error: 0.9619,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.604, f_measure: 0.3439, kappa: 0.1503, kb_relative_information_score: 264188.7823, mean_absolute_error: 0.2584, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3391, predictive_accuracy: 0.3535, prior_entropy: 2.3219, recall: 0.3535, relative_absolute_error: 0.8076, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5035, root_relative_squared_error: 1.2588,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9452, f_measure: 0.7767, kappa: 0.7159, kb_relative_information_score: 655543.0485, mean_absolute_error: 0.1394, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7871, predictive_accuracy: 0.7832, prior_entropy: 2.3219, recall: 0.7832, relative_absolute_error: 0.4356, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2469, root_relative_squared_error: 0.6173,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6957, f_measure: 0.5184, kappa: 0.3715, kb_relative_information_score: 409696.8363, mean_absolute_error: 0.2275, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5551, predictive_accuracy: 0.5255, prior_entropy: 2.3219, recall: 0.5255, relative_absolute_error: 0.7109, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3834, root_relative_squared_error: 0.9584,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7872, f_measure: 0.6394, kappa: 0.5327, kb_relative_information_score: 540106.7252, mean_absolute_error: 0.1739, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6546, predictive_accuracy: 0.6454, prior_entropy: 2.3219, recall: 0.6454, relative_absolute_error: 0.5434, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3445, root_relative_squared_error: 0.8613,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7734, f_measure: 0.5076, kappa: 0.3619, kb_relative_information_score: 313563.9002, mean_absolute_error: 0.2608, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5224, predictive_accuracy: 0.5197, prior_entropy: 2.3219, recall: 0.5197, relative_absolute_error: 0.8151, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3606, root_relative_squared_error: 0.9016,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5957, f_measure: 0.2576, kappa: 0.106, kb_relative_information_score: 144568.465, mean_absolute_error: 0.3021, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2069, predictive_accuracy: 0.3633, prior_entropy: 2.3219, recall: 0.3633, relative_absolute_error: 0.9441, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.388, root_relative_squared_error: 0.9701,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9279, f_measure: 0.7749, kappa: 0.7096, kb_relative_information_score: 699436.9769, mean_absolute_error: 0.1172, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7746, predictive_accuracy: 0.7767, prior_entropy: 2.3219, recall: 0.7767, relative_absolute_error: 0.3664, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2563, root_relative_squared_error: 0.6408,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8003, f_measure: 0.6721, kappa: 0.5785, kb_relative_information_score: 621246.2052, mean_absolute_error: 0.1374, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.673, predictive_accuracy: 0.6757, prior_entropy: 2.3219, recall: 0.6757, relative_absolute_error: 0.4295, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3416, root_relative_squared_error: 0.8541,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9559, f_measure: 0.798, kappa: 0.7396, kb_relative_information_score: 678328.291, mean_absolute_error: 0.1323, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7979, predictive_accuracy: 0.7995, prior_entropy: 2.3219, ram_hours: 0.0014, recall: 0.7995, relative_absolute_error: 0.4135, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2369, root_relative_squared_error: 0.5922, run_cpu_time: 203.79,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9585, f_measure: 0.7991, kappa: 0.7405, kb_relative_information_score: 683368.6377, mean_absolute_error: 0.1297, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7996, predictive_accuracy: 0.8005, prior_entropy: 2.3219, ram_hours: 0.0001, recall: 0.8005, relative_absolute_error: 0.4054, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2346, root_relative_squared_error: 0.5866, run_cpu_time: 142.15,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6017, f_measure: 0.3797, kappa: 0.2023, kb_relative_information_score: 312334.4421, mean_absolute_error: 0.2415, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3791, predictive_accuracy: 0.3962, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3962, relative_absolute_error: 0.7548, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4913, root_relative_squared_error: 1.2283, run_cpu_time: 6.97,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9575, f_measure: 0.8002, kappa: 0.7422, kb_relative_information_score: 681643.7733, mean_absolute_error: 0.1315, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8034, predictive_accuracy: 0.8023, prior_entropy: 2.3219, ram_hours: 0.0002, recall: 0.8023, relative_absolute_error: 0.411, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.5873, run_cpu_time: 161.62,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158592.0626, mean_absolute_error: 0.2956, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0016, recall: 0.2612, relative_absolute_error: 0.9236, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.3587, run_cpu_time: 76.4,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831, run_cpu_time: 9.32,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7319, f_measure: 0.459, kappa: 0.315, kb_relative_information_score: 256903.1789, mean_absolute_error: 0.2784, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.451, predictive_accuracy: 0.489, prior_entropy: 2.3219, ram_hours: 0, recall: 0.489, relative_absolute_error: 0.87, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3707, root_relative_squared_error: 0.9269, run_cpu_time: 9,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8119, f_measure: 0.6402, kappa: 0.5361, kb_relative_information_score: 545708.2383, mean_absolute_error: 0.1699, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6405, predictive_accuracy: 0.6415, prior_entropy: 2.3219, ram_hours: 0, recall: 0.6415, relative_absolute_error: 0.531, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3362, root_relative_squared_error: 0.8405, run_cpu_time: 8.82,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.1785, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 1516.51,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7438, f_measure: 0.4691, kappa: 0.3179, kb_relative_information_score: 320173.5638, mean_absolute_error: 0.2586, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4755, predictive_accuracy: 0.484, prior_entropy: 2.3219, ram_hours: 0, recall: 0.484, relative_absolute_error: 0.8081, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.369, root_relative_squared_error: 0.9226, run_cpu_time: 21.42,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0055, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 142.69,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8837, f_measure: 0.6679, kappa: 0.5725, kb_relative_information_score: 543461.8066, mean_absolute_error: 0.1761, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6697, predictive_accuracy: 0.673, prior_entropy: 2.3219, ram_hours: 0, recall: 0.673, relative_absolute_error: 0.5503, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2994, root_relative_squared_error: 0.7485, run_cpu_time: 13.99,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5028, f_measure: 0.0654, kappa: 0.0051, kb_relative_information_score: 57827.7746, mean_absolute_error: 0.331, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1471, predictive_accuracy: 0.1726, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1726, relative_absolute_error: 1.0343, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5753, root_relative_squared_error: 1.4383, run_cpu_time: 7.19,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8003, f_measure: 0.6721, kappa: 0.5785, kb_relative_information_score: 621246.2052, mean_absolute_error: 0.1374, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.673, predictive_accuracy: 0.6757, prior_entropy: 2.3219, ram_hours: 0, recall: 0.6757, relative_absolute_error: 0.4295, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3416, root_relative_squared_error: 0.8541, run_cpu_time: 10.8,
Jan van Rijn 11 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0028, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 145.83,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9179, f_measure: 0.7651, kappa: 0.6957, kb_relative_information_score: 698978.2351, mean_absolute_error: 0.116, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7662, predictive_accuracy: 0.7661, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7661, relative_absolute_error: 0.3624, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2624, root_relative_squared_error: 0.6561, run_cpu_time: 65.41,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2271, kappa: 0.0004, kb_relative_information_score: 119943.2394, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2271, predictive_accuracy: 0.2271, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2271, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.556, root_relative_squared_error: 1.3901, run_cpu_time: 6.75,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 6.8,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8197, f_measure: 0.5396, kappa: 0.4074, kb_relative_information_score: 417298.8943, mean_absolute_error: 0.2091, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5837, predictive_accuracy: 0.5588, prior_entropy: 2.3219, ram_hours: 0.2324, recall: 0.5588, relative_absolute_error: 0.6534, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3285, root_relative_squared_error: 0.8212, run_cpu_time: 1402.32,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9159, f_measure: 0.7617, kappa: 0.6921, kb_relative_information_score: 687967.5545, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7614, predictive_accuracy: 0.7631, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7631, relative_absolute_error: 0.3787, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2636, root_relative_squared_error: 0.6589, run_cpu_time: 27.4,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.8035, kappa: 0.7465, kb_relative_information_score: 703834.4313, mean_absolute_error: 0.1202, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.806, predictive_accuracy: 0.8055, prior_entropy: 2.3219, ram_hours: 0.0001, recall: 0.8055, relative_absolute_error: 0.3756, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2305, root_relative_squared_error: 0.5762, run_cpu_time: 127.96,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9744, f_measure: 0.8832, kappa: 0.8493, kb_relative_information_score: 850689.4343, mean_absolute_error: 0.0592, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, ram_hours: 0.0006, recall: 0.8834, relative_absolute_error: 0.1849, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1839, root_relative_squared_error: 0.4598, run_cpu_time: 4341.2,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9743, f_measure: 0.8492, kappa: 0.8047, kb_relative_information_score: 743981.5377, mean_absolute_error: 0.1069, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8508, predictive_accuracy: 0.8497, prior_entropy: 2.3219, ram_hours: 0.0011, recall: 0.8497, relative_absolute_error: 0.3342, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2086, root_relative_squared_error: 0.5214, run_cpu_time: 240.18,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 6.27,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.974, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 850702.9416, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8834, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.184, root_relative_squared_error: 0.46, run_cpu_time: 266.37,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7725, f_measure: 0.5075, kappa: 0.3618, kb_relative_information_score: 313171.721, mean_absolute_error: 0.261, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5222, predictive_accuracy: 0.5196, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5196, relative_absolute_error: 0.8155, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3608, root_relative_squared_error: 0.9021, run_cpu_time: 15.08,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9159, f_measure: 0.7617, kappa: 0.6921, kb_relative_information_score: 687967.5545, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7614, predictive_accuracy: 0.7631, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7631, relative_absolute_error: 0.3787, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2636, root_relative_squared_error: 0.6589, run_cpu_time: 25.1,

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 RandomRBF_10_1E-3 (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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