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Supervised Data Stream Classification on BNG(zoo)

Supervised Data Stream Classification on BNG(zoo)

Task 2168 Supervised Data Stream Classification BNG(zoo) 290 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.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.992, f_measure: 0.9271, kappa: 0.9044, kb_relative_information_score: 915162.8018, mean_absolute_error: 0.0278, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9278, predictive_accuracy: 0.9268, prior_entropy: 2.8074, recall: 0.9268, relative_absolute_error: 0.1133, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1254, root_relative_squared_error: 0.3583,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9862, f_measure: 0.9158, kappa: 0.8894, kb_relative_information_score: 857336.0394, mean_absolute_error: 0.0524, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9168, predictive_accuracy: 0.9152, prior_entropy: 2.8074, recall: 0.9152, relative_absolute_error: 0.2138, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1411, root_relative_squared_error: 0.4032,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.9042, kappa: 0.8747, kb_relative_information_score: 874084.3542, mean_absolute_error: 0.0429, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9051, predictive_accuracy: 0.9039, prior_entropy: 2.8074, recall: 0.9039, relative_absolute_error: 0.1752, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1428, root_relative_squared_error: 0.4081,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9868, f_measure: 0.9005, kappa: 0.8701, kb_relative_information_score: 867379.6839, mean_absolute_error: 0.0453, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9013, predictive_accuracy: 0.9004, prior_entropy: 2.8074, recall: 0.9004, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1462, root_relative_squared_error: 0.4178,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9596, f_measure: 0.9284, kappa: 0.9054, kb_relative_information_score: 921690.8788, mean_absolute_error: 0.0207, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9298, predictive_accuracy: 0.9274, prior_entropy: 2.8074, recall: 0.9274, relative_absolute_error: 0.0847, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.144, root_relative_squared_error: 0.4115,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9606, f_measure: 0.93, kappa: 0.9067, kb_relative_information_score: 922649.2241, mean_absolute_error: 0.0205, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9327, predictive_accuracy: 0.9283, prior_entropy: 2.8074, recall: 0.9283, relative_absolute_error: 0.0836, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1431, root_relative_squared_error: 0.4089,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9587, f_measure: 0.927, kappa: 0.9038, kb_relative_information_score: 920374.2331, mean_absolute_error: 0.0211, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9281, predictive_accuracy: 0.9262, prior_entropy: 2.8074, recall: 0.9262, relative_absolute_error: 0.0861, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1452, root_relative_squared_error: 0.4149,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.958, f_measure: 0.9258, kappa: 0.9032, kb_relative_information_score: 919984.6354, mean_absolute_error: 0.0212, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9261, predictive_accuracy: 0.9259, prior_entropy: 2.8074, recall: 0.9259, relative_absolute_error: 0.0865, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.4159,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9592, f_measure: 0.9277, kappa: 0.9049, kb_relative_information_score: 921317.4694, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9287, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.0851, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1443, root_relative_squared_error: 0.4125,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9591, f_measure: 0.9277, kappa: 0.9049, kb_relative_information_score: 921273.2215, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9286, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.0851, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1444, root_relative_squared_error: 0.4126,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9592, f_measure: 0.9277, kappa: 0.905, kb_relative_information_score: 921348.7667, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9287, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.085, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1443, root_relative_squared_error: 0.4124,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.9254, kappa: 0.9028, kb_relative_information_score: 919644.6818, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9255, predictive_accuracy: 0.9255, prior_entropy: 2.8074, recall: 0.9255, relative_absolute_error: 0.0869, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1459, root_relative_squared_error: 0.4168,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.9253, kappa: 0.9027, kb_relative_information_score: 919548.6315, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9254, predictive_accuracy: 0.9255, prior_entropy: 2.8074, recall: 0.9255, relative_absolute_error: 0.087, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1459, root_relative_squared_error: 0.4171,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.9253, kappa: 0.9027, kb_relative_information_score: 919581.008, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9254, predictive_accuracy: 0.9255, prior_entropy: 2.8074, recall: 0.9255, relative_absolute_error: 0.0869, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1459, root_relative_squared_error: 0.417,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9936, f_measure: 0.9258, kappa: 0.9022, kb_relative_information_score: 910628.5668, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9271, predictive_accuracy: 0.925, prior_entropy: 2.8074, recall: 0.925, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1252, root_relative_squared_error: 0.3578,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.957, f_measure: 0.9241, kappa: 0.9015, kb_relative_information_score: 918682.0196, mean_absolute_error: 0.0215, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9239, predictive_accuracy: 0.9247, prior_entropy: 2.8074, recall: 0.9247, relative_absolute_error: 0.0879, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1467, root_relative_squared_error: 0.4193,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9596, f_measure: 0.9284, kappa: 0.9054, kb_relative_information_score: 921690.8788, mean_absolute_error: 0.0207, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9298, predictive_accuracy: 0.9274, prior_entropy: 2.8074, recall: 0.9274, relative_absolute_error: 0.0847, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.144, root_relative_squared_error: 0.4115,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9256, kappa: 0.902, kb_relative_information_score: 910615.397, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.927, predictive_accuracy: 0.9249, prior_entropy: 2.8074, recall: 0.9249, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1252, root_relative_squared_error: 0.3579,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9835, f_measure: 0.8884, kappa: 0.8549, kb_relative_information_score: 852897.3536, mean_absolute_error: 0.0497, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8888, predictive_accuracy: 0.8888, prior_entropy: 2.8074, recall: 0.8888, relative_absolute_error: 0.2031, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1556, root_relative_squared_error: 0.4447,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9592, f_measure: 0.9278, kappa: 0.9049, kb_relative_information_score: 921289.4097, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9289, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.0851, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1444, root_relative_squared_error: 0.4125,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9255, kappa: 0.9019, kb_relative_information_score: 910536.8751, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9268, predictive_accuracy: 0.9247, prior_entropy: 2.8074, recall: 0.9247, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1254, root_relative_squared_error: 0.3584,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9592, f_measure: 0.9277, kappa: 0.9049, kb_relative_information_score: 921318.5486, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9287, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.0851, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1443, root_relative_squared_error: 0.4124,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.8958, kappa: 0.8642, kb_relative_information_score: 859979.1837, mean_absolute_error: 0.0477, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8964, predictive_accuracy: 0.8959, prior_entropy: 2.8074, recall: 0.8959, relative_absolute_error: 0.1949, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1504, root_relative_squared_error: 0.4299,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.9254, kappa: 0.9028, kb_relative_information_score: 919644.6818, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9255, predictive_accuracy: 0.9255, prior_entropy: 2.8074, recall: 0.9255, relative_absolute_error: 0.0869, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1459, root_relative_squared_error: 0.4168,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9577, f_measure: 0.9254, kappa: 0.903, kb_relative_information_score: 919815.1983, mean_absolute_error: 0.0212, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9254, predictive_accuracy: 0.9257, prior_entropy: 2.8074, recall: 0.9257, relative_absolute_error: 0.0867, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1457, root_relative_squared_error: 0.4164,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.992, f_measure: 0.9305, kappa: 0.9105, kb_relative_information_score: 842565.9399, mean_absolute_error: 0.0602, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9304, predictive_accuracy: 0.9316, prior_entropy: 2.8074, recall: 0.9316, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1422, root_relative_squared_error: 0.4063,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.9307, kappa: 0.9107, kb_relative_information_score: 842363.1711, mean_absolute_error: 0.0603, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9306, predictive_accuracy: 0.9318, prior_entropy: 2.8074, recall: 0.9318, relative_absolute_error: 0.2462, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1421, root_relative_squared_error: 0.4061,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9294, kappa: 0.9079, kb_relative_information_score: 917298.6823, mean_absolute_error: 0.0273, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9296, predictive_accuracy: 0.9295, prior_entropy: 2.8074, recall: 0.9295, relative_absolute_error: 0.1115, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.123, root_relative_squared_error: 0.3515,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9939, f_measure: 0.9277, kappa: 0.9049, kb_relative_information_score: 916228.7355, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9287, predictive_accuracy: 0.9271, prior_entropy: 2.8074, recall: 0.9271, relative_absolute_error: 0.1121, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1239, root_relative_squared_error: 0.3542,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9253, kappa: 0.9017, kb_relative_information_score: 910458.8197, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9267, predictive_accuracy: 0.9246, prior_entropy: 2.8074, recall: 0.9246, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.359,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9253, kappa: 0.9017, kb_relative_information_score: 910458.8197, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9267, predictive_accuracy: 0.9246, prior_entropy: 2.8074, recall: 0.9246, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.359,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.992, f_measure: 0.9307, kappa: 0.9108, kb_relative_information_score: 841824.5404, mean_absolute_error: 0.0606, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9307, predictive_accuracy: 0.9319, prior_entropy: 2.8074, recall: 0.9319, relative_absolute_error: 0.2474, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1421, root_relative_squared_error: 0.4062,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9253, kappa: 0.9017, kb_relative_information_score: 910458.8197, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9267, predictive_accuracy: 0.9246, prior_entropy: 2.8074, recall: 0.9246, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.359,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9253, kappa: 0.9017, kb_relative_information_score: 910458.8197, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9267, predictive_accuracy: 0.9246, prior_entropy: 2.8074, recall: 0.9246, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.359,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.9307, kappa: 0.9107, kb_relative_information_score: 842188.92, mean_absolute_error: 0.0604, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9307, predictive_accuracy: 0.9318, prior_entropy: 2.8074, recall: 0.9318, relative_absolute_error: 0.2466, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1421, root_relative_squared_error: 0.4061,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9255, kappa: 0.9019, kb_relative_information_score: 910536.8751, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9268, predictive_accuracy: 0.9247, prior_entropy: 2.8074, recall: 0.9247, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1254, root_relative_squared_error: 0.3584,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9253, kappa: 0.9017, kb_relative_information_score: 910458.8197, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9267, predictive_accuracy: 0.9246, prior_entropy: 2.8074, recall: 0.9246, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1256, root_relative_squared_error: 0.359,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9256, kappa: 0.902, kb_relative_information_score: 910615.397, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.927, predictive_accuracy: 0.9249, prior_entropy: 2.8074, recall: 0.9249, relative_absolute_error: 0.1221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1252, root_relative_squared_error: 0.3579,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9248, kappa: 0.901, kb_relative_information_score: 910217.8997, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9263, predictive_accuracy: 0.9241, prior_entropy: 2.8074, recall: 0.9241, relative_absolute_error: 0.122, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1262, root_relative_squared_error: 0.3607,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9221, kappa: 0.903, kb_relative_information_score: 911616.6862, mean_absolute_error: 0.0297, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9234, predictive_accuracy: 0.9262, prior_entropy: 2.8074, recall: 0.9262, relative_absolute_error: 0.1211, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1237, root_relative_squared_error: 0.3536,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9301, kappa: 0.9068, kb_relative_information_score: 918053.8325, mean_absolute_error: 0.0268, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9327, predictive_accuracy: 0.9284, prior_entropy: 2.8074, recall: 0.9284, relative_absolute_error: 0.1096, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1228, root_relative_squared_error: 0.3509,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8843, f_measure: 0.5229, kappa: 0.4173, kb_relative_information_score: 502195.5031, mean_absolute_error: 0.1412, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.5367, predictive_accuracy: 0.5957, prior_entropy: 2.8074, recall: 0.5957, relative_absolute_error: 0.5765, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2694, root_relative_squared_error: 0.7698,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9951, f_measure: 0.9353, kappa: 0.9165, kb_relative_information_score: 920586.8339, mean_absolute_error: 0.027, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9353, predictive_accuracy: 0.9362, prior_entropy: 2.8074, recall: 0.9362, relative_absolute_error: 0.1103, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1165, root_relative_squared_error: 0.333,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7626, f_measure: 0.4841, kappa: 0.4241, kb_relative_information_score: 534159.1598, mean_absolute_error: 0.1286, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4536, predictive_accuracy: 0.5825, prior_entropy: 2.8074, recall: 0.5825, relative_absolute_error: 0.5251, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3345, root_relative_squared_error: 0.9558,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.9231, kappa: 0.9027, kb_relative_information_score: 903167.0276, mean_absolute_error: 0.0337, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9226, predictive_accuracy: 0.9257, prior_entropy: 2.8074, recall: 0.9257, relative_absolute_error: 0.1376, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1259, root_relative_squared_error: 0.3598,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9344, kappa: 0.9156, kb_relative_information_score: 902979.2301, mean_absolute_error: 0.0353, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9342, predictive_accuracy: 0.9357, prior_entropy: 2.8074, recall: 0.9357, relative_absolute_error: 0.144, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1187, root_relative_squared_error: 0.3392,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.93, kappa: 0.9068, kb_relative_information_score: 918037.7611, mean_absolute_error: 0.0268, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9326, predictive_accuracy: 0.9284, prior_entropy: 2.8074, recall: 0.9284, relative_absolute_error: 0.1096, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1229, root_relative_squared_error: 0.3511,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8165, f_measure: 0.4777, kappa: 0.4209, kb_relative_information_score: 487339.731, mean_absolute_error: 0.146, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4944, predictive_accuracy: 0.5832, prior_entropy: 2.8074, recall: 0.5832, relative_absolute_error: 0.596, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2702, root_relative_squared_error: 0.7722,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7425, f_measure: 0.4864, kappa: 0.4282, kb_relative_information_score: 553085.9481, mean_absolute_error: 0.1184, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4546, predictive_accuracy: 0.5857, prior_entropy: 2.8074, recall: 0.5857, relative_absolute_error: 0.4835, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3437, root_relative_squared_error: 0.9822,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7403, f_measure: 0.4728, kappa: 0.4076, kb_relative_information_score: 537641.5525, mean_absolute_error: 0.1236, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4399, predictive_accuracy: 0.5713, prior_entropy: 2.8074, recall: 0.5713, relative_absolute_error: 0.5046, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3466, root_relative_squared_error: 0.9905,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9939, f_measure: 0.936, kappa: 0.9172, kb_relative_information_score: 915154.5444, mean_absolute_error: 0.0295, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9361, predictive_accuracy: 0.9367, prior_entropy: 2.8074, recall: 0.9367, relative_absolute_error: 0.1204, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1166, root_relative_squared_error: 0.3333,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9856, f_measure: 0.9344, kappa: 0.9152, kb_relative_information_score: 343456.5429, mean_absolute_error: 0.2058, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9344, predictive_accuracy: 0.9352, prior_entropy: 2.8074, recall: 0.9352, relative_absolute_error: 0.8405, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3021, root_relative_squared_error: 0.8633,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8167, f_measure: 0.4775, kappa: 0.4208, kb_relative_information_score: 495627.8518, mean_absolute_error: 0.1446, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4351, predictive_accuracy: 0.5832, prior_entropy: 2.8074, recall: 0.5832, relative_absolute_error: 0.5903, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2705, root_relative_squared_error: 0.7729,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7771, f_measure: 0.5996, kappa: 0.5276, kb_relative_information_score: 609353.3563, mean_absolute_error: 0.1041, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.5861, predictive_accuracy: 0.6384, prior_entropy: 2.8074, recall: 0.6384, relative_absolute_error: 0.4252, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3188, root_relative_squared_error: 0.9111,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9204, f_measure: 0.6869, kappa: 0.6271, kb_relative_information_score: 618479.5043, mean_absolute_error: 0.1178, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.6913, predictive_accuracy: 0.722, prior_entropy: 2.8074, recall: 0.722, relative_absolute_error: 0.4812, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2355, root_relative_squared_error: 0.673,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6571, f_measure: 0.4308, kappa: 0.2594, kb_relative_information_score: 380155.4792, mean_absolute_error: 0.1671, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.5029, predictive_accuracy: 0.4287, prior_entropy: 2.8074, recall: 0.4287, relative_absolute_error: 0.6822, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4, root_relative_squared_error: 1.1432,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9437, f_measure: 0.8692, kappa: 0.8278, kb_relative_information_score: 829587.7236, mean_absolute_error: 0.0532, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8718, predictive_accuracy: 0.8688, prior_entropy: 2.8074, recall: 0.8688, relative_absolute_error: 0.2171, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.5138,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8151, f_measure: 0.6807, kappa: 0.5758, kb_relative_information_score: 639493.0949, mean_absolute_error: 0.1034, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.6976, predictive_accuracy: 0.6713, prior_entropy: 2.8074, recall: 0.6713, relative_absolute_error: 0.4221, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2829, root_relative_squared_error: 0.8085,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8167, f_measure: 0.4775, kappa: 0.4208, kb_relative_information_score: 487249.746, mean_absolute_error: 0.146, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4609, predictive_accuracy: 0.5832, prior_entropy: 2.8074, recall: 0.5832, relative_absolute_error: 0.5961, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2702, root_relative_squared_error: 0.7721,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9907, f_measure: 0.926, kappa: 0.9042, kb_relative_information_score: 912681.0093, mean_absolute_error: 0.0287, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9258, predictive_accuracy: 0.9267, prior_entropy: 2.8074, recall: 0.9267, relative_absolute_error: 0.1171, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1265, root_relative_squared_error: 0.3615,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9669, f_measure: 0.8857, kappa: 0.8506, kb_relative_information_score: 853385.8429, mean_absolute_error: 0.0453, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8902, predictive_accuracy: 0.8856, prior_entropy: 2.8074, recall: 0.8856, relative_absolute_error: 0.1849, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1653, root_relative_squared_error: 0.4723,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7723, f_measure: 0.5996, kappa: 0.5282, kb_relative_information_score: 609894.5052, mean_absolute_error: 0.1033, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.5865, predictive_accuracy: 0.6389, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6389, relative_absolute_error: 0.4216, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3211, root_relative_squared_error: 0.9178, run_cpu_time: 8.2116,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.917, kappa: 0.8922, kb_relative_information_score: 815995.7687, mean_absolute_error: 0.0731, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9167, predictive_accuracy: 0.9174, prior_entropy: 2.8074, ram_hours: 0.0149, recall: 0.9174, relative_absolute_error: 0.2984, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1532, root_relative_squared_error: 0.4377, run_cpu_time: 943.3825,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9905, f_measure: 0.9185, kappa: 0.8985, kb_relative_information_score: 910490.1853, mean_absolute_error: 0.0297, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9192, predictive_accuracy: 0.9228, prior_entropy: 2.8074, ram_hours: 0.0008, recall: 0.9228, relative_absolute_error: 0.1211, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1264, root_relative_squared_error: 0.3612, run_cpu_time: 5261.0345,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348336.3635, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, ram_hours: 0.0018, recall: 0.3965, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1865, run_cpu_time: 61.8629,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9904, f_measure: 0.9183, kappa: 0.8982, kb_relative_information_score: 910477.5513, mean_absolute_error: 0.0297, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9189, predictive_accuracy: 0.9226, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9226, relative_absolute_error: 0.1211, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1264, root_relative_squared_error: 0.3613, run_cpu_time: 292.497,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9763, f_measure: 0.919, kappa: 0.8953, kb_relative_information_score: 343225.3609, mean_absolute_error: 0.2058, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9193, predictive_accuracy: 0.92, prior_entropy: 2.8074, ram_hours: 0, recall: 0.92, relative_absolute_error: 0.8405, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3038, root_relative_squared_error: 0.8681, run_cpu_time: 23.7199,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.838, f_measure: 0.4793, kappa: 0.3536, kb_relative_information_score: 480257.9387, mean_absolute_error: 0.1445, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4737, predictive_accuracy: 0.5445, prior_entropy: 2.8074, ram_hours: 0.0002, recall: 0.5445, relative_absolute_error: 0.5899, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2805, root_relative_squared_error: 0.8017, run_cpu_time: 61.0292,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.93, kappa: 0.9068, kb_relative_information_score: 917999.7257, mean_absolute_error: 0.0268, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9327, predictive_accuracy: 0.9283, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9283, relative_absolute_error: 0.1096, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1229, root_relative_squared_error: 0.3512, run_cpu_time: 29.64,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.8772, kappa: 0.8452, kb_relative_information_score: 853683.5227, mean_absolute_error: 0.0482, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8775, predictive_accuracy: 0.882, prior_entropy: 2.8074, ram_hours: 0, recall: 0.882, relative_absolute_error: 0.1968, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1585, root_relative_squared_error: 0.453, run_cpu_time: 16.3057,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9249, kappa: 0.9019, kb_relative_information_score: 848285.6719, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9254, predictive_accuracy: 0.9249, prior_entropy: 2.8074, ram_hours: 0.0009, recall: 0.9249, relative_absolute_error: 0.2448, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1403, root_relative_squared_error: 0.401, run_cpu_time: 161.7436,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867, run_cpu_time: 8.72,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9892, f_measure: 0.9173, kappa: 0.891, kb_relative_information_score: 905614.3096, mean_absolute_error: 0.03, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9187, predictive_accuracy: 0.9164, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9164, relative_absolute_error: 0.1225, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1342, root_relative_squared_error: 0.3835, run_cpu_time: 40.4474,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2339, kappa: -0, kb_relative_information_score: 173182.1208, mean_absolute_error: 0.2189, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.2339, predictive_accuracy: 0.2339, prior_entropy: 2.8074, ram_hours: 0, recall: 0.2339, relative_absolute_error: 0.8938, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4679, root_relative_squared_error: 1.337, run_cpu_time: 7.0726,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9257, kappa: 0.9022, kb_relative_information_score: 909415.3974, mean_absolute_error: 0.0305, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9269, predictive_accuracy: 0.925, prior_entropy: 2.8074, ram_hours: 0.0008, recall: 0.925, relative_absolute_error: 0.1245, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1253, root_relative_squared_error: 0.3581, run_cpu_time: 191.2787,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9949, f_measure: 0.9206, kappa: 0.8941, kb_relative_information_score: 907393.0931, mean_absolute_error: 0.0301, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9243, predictive_accuracy: 0.9186, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9186, relative_absolute_error: 0.1229, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1303, root_relative_squared_error: 0.3722, run_cpu_time: 31.6542,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.741, f_measure: 0.4863, kappa: 0.428, kb_relative_information_score: 552774.3109, mean_absolute_error: 0.1184, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4546, predictive_accuracy: 0.5856, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5856, relative_absolute_error: 0.4835, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3441, root_relative_squared_error: 0.9833, run_cpu_time: 6.3083,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.2252, kappa: 0, kb_relative_information_score: 228698.2798, mean_absolute_error: 0.2188, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.183, predictive_accuracy: 0.3965, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3965, relative_absolute_error: 0.8936, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3308, root_relative_squared_error: 0.9454, run_cpu_time: 10.965,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7267, f_measure: 0.4701, kappa: 0.4029, kb_relative_information_score: 533219.964, mean_absolute_error: 0.1236, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4386, predictive_accuracy: 0.5675, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5675, relative_absolute_error: 0.5046, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3515, root_relative_squared_error: 1.0046, run_cpu_time: 6.7161,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9669, f_measure: 0.8857, kappa: 0.8506, kb_relative_information_score: 853385.8429, mean_absolute_error: 0.0453, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8902, predictive_accuracy: 0.8856, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8856, relative_absolute_error: 0.1849, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1653, root_relative_squared_error: 0.4723, run_cpu_time: 9.0006,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9218, kappa: 0.8969, kb_relative_information_score: 910298.905, mean_absolute_error: 0.0289, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9233, predictive_accuracy: 0.9209, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9209, relative_absolute_error: 0.1178, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1298, root_relative_squared_error: 0.371, run_cpu_time: 35.81,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9256, kappa: 0.902, kb_relative_information_score: 910591.8251, mean_absolute_error: 0.0299, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9269, predictive_accuracy: 0.9249, prior_entropy: 2.8074, ram_hours: 0.0008, recall: 0.9249, relative_absolute_error: 0.122, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1253, root_relative_squared_error: 0.358, run_cpu_time: 166.2169,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6861, f_measure: 0.4087, kappa: 0.2347, kb_relative_information_score: 364233.2076, mean_absolute_error: 0.1837, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4017, predictive_accuracy: 0.458, prior_entropy: 2.8074, ram_hours: 0, recall: 0.458, relative_absolute_error: 0.7499, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3252, root_relative_squared_error: 0.9293, run_cpu_time: 8.9056,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9218, kappa: 0.8969, kb_relative_information_score: 910298.905, mean_absolute_error: 0.0289, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9233, predictive_accuracy: 0.9209, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9209, relative_absolute_error: 0.1178, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1298, root_relative_squared_error: 0.371, run_cpu_time: 35.46,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867, run_cpu_time: 9.9051,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.8855, kappa: 0.8511, kb_relative_information_score: 850261.7931, mean_absolute_error: 0.0504, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8858, predictive_accuracy: 0.8859, prior_entropy: 2.8074, ram_hours: 0.001, recall: 0.8859, relative_absolute_error: 0.2057, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1584, root_relative_squared_error: 0.4526, run_cpu_time: 351.1423,

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 BNG(zoo) (1)
target_feature type

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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