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Supervised Data Stream Classification on BNG(vowel)

Supervised Data Stream Classification on BNG(vowel)

Task 2166 Supervised Data Stream Classification BNG(vowel) 289 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.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8689, f_measure: 0.5008, kappa: 0.4525, kb_relative_information_score: 376089.9444, mean_absolute_error: 0.1313, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5002, predictive_accuracy: 0.5023, prior_entropy: 3.4594, recall: 0.5023, relative_absolute_error: 0.7942, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2496, root_relative_squared_error: 0.8682,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9565, f_measure: 0.704, kappa: 0.675, kb_relative_information_score: 686179.6962, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7037, predictive_accuracy: 0.7045, prior_entropy: 3.4594, recall: 0.7045, relative_absolute_error: 0.4469, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.194, root_relative_squared_error: 0.6748,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9319, f_measure: 0.6528, kappa: 0.6186, kb_relative_information_score: 625847.3207, mean_absolute_error: 0.087, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6528, predictive_accuracy: 0.6533, prior_entropy: 3.4594, recall: 0.6533, relative_absolute_error: 0.5263, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2095, root_relative_squared_error: 0.7287,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.6304, kappa: 0.5939, kb_relative_information_score: 600489.3997, mean_absolute_error: 0.0916, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6306, predictive_accuracy: 0.6308, prior_entropy: 3.4594, recall: 0.6308, relative_absolute_error: 0.5544, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2158, root_relative_squared_error: 0.7508,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8331, f_measure: 0.696, kappa: 0.6661, kb_relative_information_score: 684395.0644, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6965, prior_entropy: 3.4594, recall: 0.6965, relative_absolute_error: 0.3339, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8172,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684297.3282, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8173,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8138, f_measure: 0.661, kappa: 0.6276, kb_relative_information_score: 648018.4608, mean_absolute_error: 0.0616, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6608, predictive_accuracy: 0.6615, prior_entropy: 3.4594, recall: 0.6615, relative_absolute_error: 0.3724, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2481, root_relative_squared_error: 0.863,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684258.8575, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6963, prior_entropy: 3.4594, recall: 0.6963, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8174,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684330.6001, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8173,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.696, kappa: 0.6661, kb_relative_information_score: 684354.5143, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.3339, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8172,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684322.2821, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8173,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.696, kappa: 0.6661, kb_relative_information_score: 684347.236, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.3339, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8172,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9614, f_measure: 0.7147, kappa: 0.6867, kb_relative_information_score: 687203.1988, mean_absolute_error: 0.0754, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7144, predictive_accuracy: 0.7152, prior_entropy: 3.4594, recall: 0.7152, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1915, root_relative_squared_error: 0.666,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684290.0499, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8173,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684310.8449, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8173,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9614, f_measure: 0.7147, kappa: 0.6867, kb_relative_information_score: 687203.1988, mean_absolute_error: 0.0754, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7144, predictive_accuracy: 0.7152, prior_entropy: 3.4594, recall: 0.7152, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1915, root_relative_squared_error: 0.666,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8308, f_measure: 0.6918, kappa: 0.6615, kb_relative_information_score: 680041.6419, mean_absolute_error: 0.056, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6916, predictive_accuracy: 0.6923, prior_entropy: 3.4594, recall: 0.6923, relative_absolute_error: 0.3385, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2365, root_relative_squared_error: 0.8228,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8331, f_measure: 0.696, kappa: 0.6661, kb_relative_information_score: 684395.0644, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6965, prior_entropy: 3.4594, recall: 0.6965, relative_absolute_error: 0.3339, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8172,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9612, f_measure: 0.7136, kappa: 0.6856, kb_relative_information_score: 686709.9462, mean_absolute_error: 0.0754, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7134, predictive_accuracy: 0.7142, prior_entropy: 3.4594, recall: 0.7142, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1917, root_relative_squared_error: 0.6669,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 684330.6001, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.334, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8173,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9072, f_measure: 0.6075, kappa: 0.5686, kb_relative_information_score: 574490.6011, mean_absolute_error: 0.0963, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6079, predictive_accuracy: 0.6078, prior_entropy: 3.4594, recall: 0.6078, relative_absolute_error: 0.5829, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2223, root_relative_squared_error: 0.7733,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9608, f_measure: 0.713, kappa: 0.6848, kb_relative_information_score: 686164.5317, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7127, predictive_accuracy: 0.7135, prior_entropy: 3.4594, recall: 0.7135, relative_absolute_error: 0.4569, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.192, root_relative_squared_error: 0.6679,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.696, kappa: 0.6661, kb_relative_information_score: 684347.236, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.3339, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2349, root_relative_squared_error: 0.8172,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6958, kappa: 0.6659, kb_relative_information_score: 684242.2216, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6963, prior_entropy: 3.4594, recall: 0.6963, relative_absolute_error: 0.3341, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8174,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8934, f_measure: 0.5844, kappa: 0.543, kb_relative_information_score: 550039.4189, mean_absolute_error: 0.1006, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5849, predictive_accuracy: 0.5846, prior_entropy: 3.4594, recall: 0.5846, relative_absolute_error: 0.6089, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2289, root_relative_squared_error: 0.7961,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.833, f_measure: 0.6959, kappa: 0.6659, kb_relative_information_score: 684241.1818, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6963, prior_entropy: 3.4594, recall: 0.6963, relative_absolute_error: 0.3341, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.235, root_relative_squared_error: 0.8174,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9501, f_measure: 0.7021, kappa: 0.6729, kb_relative_information_score: 570461.3924, mean_absolute_error: 0.1051, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7027, predictive_accuracy: 0.7027, prior_entropy: 3.4594, recall: 0.7027, relative_absolute_error: 0.6359, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.209, root_relative_squared_error: 0.7269,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.7033, kappa: 0.6743, kb_relative_information_score: 570681.2078, mean_absolute_error: 0.1052, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7037, predictive_accuracy: 0.7039, prior_entropy: 3.4594, recall: 0.7039, relative_absolute_error: 0.6363, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2085, root_relative_squared_error: 0.7254,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9519, f_measure: 0.6959, kappa: 0.666, kb_relative_information_score: 678327.5429, mean_absolute_error: 0.0752, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6964, prior_entropy: 3.4594, recall: 0.6964, relative_absolute_error: 0.4551, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.197, root_relative_squared_error: 0.6852,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.7099, kappa: 0.6815, kb_relative_information_score: 684887.9455, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7097, predictive_accuracy: 0.7105, prior_entropy: 3.4594, recall: 0.7105, relative_absolute_error: 0.457, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1926, root_relative_squared_error: 0.67,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.7099, kappa: 0.6815, kb_relative_information_score: 684887.9455, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7097, predictive_accuracy: 0.7105, prior_entropy: 3.4594, recall: 0.7105, relative_absolute_error: 0.457, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1926, root_relative_squared_error: 0.67,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9516, f_measure: 0.7037, kappa: 0.6746, kb_relative_information_score: 570689.498, mean_absolute_error: 0.1052, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7041, predictive_accuracy: 0.7042, prior_entropy: 3.4594, recall: 0.7042, relative_absolute_error: 0.6364, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2085, root_relative_squared_error: 0.7251,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9571, f_measure: 0.7092, kappa: 0.6806, kb_relative_information_score: 691623.6997, mean_absolute_error: 0.0727, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.709, predictive_accuracy: 0.7096, prior_entropy: 3.4594, recall: 0.7096, relative_absolute_error: 0.4399, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1928, root_relative_squared_error: 0.6706,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.7099, kappa: 0.6815, kb_relative_information_score: 684887.9455, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7097, predictive_accuracy: 0.7105, prior_entropy: 3.4594, recall: 0.7105, relative_absolute_error: 0.457, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1926, root_relative_squared_error: 0.67,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9514, f_measure: 0.7036, kappa: 0.6745, kb_relative_information_score: 570771.3783, mean_absolute_error: 0.1052, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.704, predictive_accuracy: 0.7041, prior_entropy: 3.4594, recall: 0.7041, relative_absolute_error: 0.6363, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2085, root_relative_squared_error: 0.7252,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9608, f_measure: 0.713, kappa: 0.6848, kb_relative_information_score: 686164.5317, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7127, predictive_accuracy: 0.7135, prior_entropy: 3.4594, recall: 0.7135, relative_absolute_error: 0.4569, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.192, root_relative_squared_error: 0.6679,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.7099, kappa: 0.6815, kb_relative_information_score: 684887.9455, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7097, predictive_accuracy: 0.7105, prior_entropy: 3.4594, recall: 0.7105, relative_absolute_error: 0.457, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1926, root_relative_squared_error: 0.67,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9612, f_measure: 0.7136, kappa: 0.6856, kb_relative_information_score: 686709.9462, mean_absolute_error: 0.0754, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7134, predictive_accuracy: 0.7142, prior_entropy: 3.4594, recall: 0.7142, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1917, root_relative_squared_error: 0.6669,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.7097, kappa: 0.6812, kb_relative_information_score: 684837.8268, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7094, predictive_accuracy: 0.7102, prior_entropy: 3.4594, recall: 0.7102, relative_absolute_error: 0.4569, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1927, root_relative_squared_error: 0.6704,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8435, f_measure: 0.4011, kappa: 0.3371, kb_relative_information_score: 353775.2182, mean_absolute_error: 0.1381, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.4129, predictive_accuracy: 0.3973, prior_entropy: 3.4594, recall: 0.3973, relative_absolute_error: 0.8353, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2604, root_relative_squared_error: 0.9058,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8305, f_measure: 0.3637, kappa: 0.3072, kb_relative_information_score: 329540.5324, mean_absolute_error: 0.1394, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3639, predictive_accuracy: 0.3702, prior_entropy: 3.4594, recall: 0.3702, relative_absolute_error: 0.8434, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2629, root_relative_squared_error: 0.9146,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6301, f_measure: 0.2024, kappa: 0.1266, kb_relative_information_score: 205011.6376, mean_absolute_error: 0.1499, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.2338, predictive_accuracy: 0.206, prior_entropy: 3.4594, recall: 0.206, relative_absolute_error: 0.9071, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3029, root_relative_squared_error: 1.0536,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9126, f_measure: 0.5684, kappa: 0.5233, kb_relative_information_score: 445426.9811, mean_absolute_error: 0.1264, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5769, predictive_accuracy: 0.5666, prior_entropy: 3.4594, recall: 0.5666, relative_absolute_error: 0.7647, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2399, root_relative_squared_error: 0.8344,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5046, f_measure: 0.0365, kappa: 0.0087, kb_relative_information_score: 82998.5625, mean_absolute_error: 0.1642, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0618, predictive_accuracy: 0.0988, prior_entropy: 3.4594, recall: 0.0988, relative_absolute_error: 0.9934, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3883, root_relative_squared_error: 1.3507,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8143, f_measure: 0.3453, kappa: 0.2914, kb_relative_information_score: 316484.7332, mean_absolute_error: 0.1407, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3474, predictive_accuracy: 0.3558, prior_entropy: 3.4594, recall: 0.3558, relative_absolute_error: 0.8512, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2654, root_relative_squared_error: 0.9233,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9058, f_measure: 0.5734, kappa: 0.5309, kb_relative_information_score: 513208.0565, mean_absolute_error: 0.1117, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5743, predictive_accuracy: 0.5736, prior_entropy: 3.4594, recall: 0.5736, relative_absolute_error: 0.676, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2299, root_relative_squared_error: 0.7998,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8494, f_measure: 0.3993, kappa: 0.3401, kb_relative_information_score: 384214.7595, mean_absolute_error: 0.131, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3992, predictive_accuracy: 0.4001, prior_entropy: 3.4594, recall: 0.4001, relative_absolute_error: 0.7926, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2557, root_relative_squared_error: 0.8893,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7664, f_measure: 0.292, kappa: 0.2221, kb_relative_information_score: 287267.002, mean_absolute_error: 0.1418, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.2916, predictive_accuracy: 0.2928, prior_entropy: 3.4594, recall: 0.2928, relative_absolute_error: 0.8581, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2772, root_relative_squared_error: 0.9642,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6234, f_measure: 0.0482, kappa: 0.0631, kb_relative_information_score: 96023.229, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.1197, predictive_accuracy: 0.1483, prior_entropy: 3.4594, recall: 0.1483, relative_absolute_error: 0.9797, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2843, root_relative_squared_error: 0.9889,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54872.7034, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.091, prior_entropy: 3.4594, recall: 0.091, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4065, root_relative_squared_error: 1.4141,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54794.7223, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4066, root_relative_squared_error: 1.4142,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5085, f_measure: 0.0443, kappa: 0.0127, kb_relative_information_score: 73375.4184, mean_absolute_error: 0.1633, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0422, predictive_accuracy: 0.1025, prior_entropy: 3.4594, recall: 0.1025, relative_absolute_error: 0.9879, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3997, root_relative_squared_error: 1.3902,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8775, f_measure: 0.5188, kappa: 0.4711, kb_relative_information_score: 468642.0368, mean_absolute_error: 0.1186, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5188, predictive_accuracy: 0.5192, prior_entropy: 3.4594, recall: 0.5192, relative_absolute_error: 0.7176, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.24, root_relative_squared_error: 0.8347,
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(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8098, f_measure: 0.3656, kappa: 0.3052, kb_relative_information_score: 179576.5317, mean_absolute_error: 0.1563, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3647, predictive_accuracy: 0.3684, prior_entropy: 3.4594, recall: 0.3684, relative_absolute_error: 0.9459, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2762, root_relative_squared_error: 0.9606,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6508, f_measure: 0.1345, kappa: 0.0819, kb_relative_information_score: 111873.7444, mean_absolute_error: 0.1608, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.1666, predictive_accuracy: 0.1654, prior_entropy: 3.4594, recall: 0.1654, relative_absolute_error: 0.9727, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2834, root_relative_squared_error: 0.9858,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6642, f_measure: 0.1685, kappa: 0.0865, kb_relative_information_score: 140492.1598, mean_absolute_error: 0.1508, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.168, predictive_accuracy: 0.1696, prior_entropy: 3.4594, recall: 0.1696, relative_absolute_error: 0.9121, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3602, root_relative_squared_error: 1.2528,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9128, f_measure: 0.6017, kappa: 0.562, kb_relative_information_score: 471246.8219, mean_absolute_error: 0.1217, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6028, predictive_accuracy: 0.6018, prior_entropy: 3.4594, recall: 0.6018, relative_absolute_error: 0.736, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2331, root_relative_squared_error: 0.8109,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6019, f_measure: 0.1988, kappa: 0.1225, kb_relative_information_score: 183325.2081, mean_absolute_error: 0.1457, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.2367, predictive_accuracy: 0.2022, prior_entropy: 3.4594, recall: 0.2022, relative_absolute_error: 0.8814, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3613, root_relative_squared_error: 1.2567,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6092, f_measure: 0.1763, kappa: 0.1147, kb_relative_information_score: 137216.583, mean_absolute_error: 0.1529, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3128, predictive_accuracy: 0.1955, prior_entropy: 3.4594, recall: 0.1955, relative_absolute_error: 0.9248, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2898, root_relative_squared_error: 1.0082,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8303, f_measure: 0.3634, kappa: 0.3069, kb_relative_information_score: 329485.4746, mean_absolute_error: 0.1394, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3637, predictive_accuracy: 0.3699, prior_entropy: 3.4594, recall: 0.3699, relative_absolute_error: 0.8433, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.263, root_relative_squared_error: 0.9147,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6214, f_measure: 0.0479, kappa: 0.063, kb_relative_information_score: 96069.0635, mean_absolute_error: 0.1619, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0693, predictive_accuracy: 0.1482, prior_entropy: 3.4594, recall: 0.1482, relative_absolute_error: 0.9797, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2843, root_relative_squared_error: 0.9889,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9568, f_measure: 0.7063, kappa: 0.6775, kb_relative_information_score: 688402.6345, mean_absolute_error: 0.0733, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7061, predictive_accuracy: 0.7068, prior_entropy: 3.4594, recall: 0.7068, relative_absolute_error: 0.4432, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1934, root_relative_squared_error: 0.6728,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54872.7034, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.091, prior_entropy: 3.4594, recall: 0.091, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4065, root_relative_squared_error: 1.4141,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6773, f_measure: 0.3487, kappa: 0.2838, kb_relative_information_score: 348449.9406, mean_absolute_error: 0.1219, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3506, predictive_accuracy: 0.3489, prior_entropy: 3.4594, recall: 0.3489, relative_absolute_error: 0.7373, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3144, root_relative_squared_error: 1.0935,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9106, f_measure: 0.6883, kappa: 0.6553, kb_relative_information_score: 653469.8176, mean_absolute_error: 0.0813, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6986, predictive_accuracy: 0.6866, prior_entropy: 3.4594, ram_hours: 0.0003, recall: 0.6866, relative_absolute_error: 0.492, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2087, root_relative_squared_error: 0.7259, run_cpu_time: 280.8478,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.7105, kappa: 0.6822, kb_relative_information_score: 685236.4163, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7103, predictive_accuracy: 0.7111, prior_entropy: 3.4594, ram_hours: 0.0003, recall: 0.7111, relative_absolute_error: 0.4567, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1928, root_relative_squared_error: 0.6705, run_cpu_time: 258.7721,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54872.7034, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.091, prior_entropy: 3.4594, ram_hours: 0.0042, recall: 0.091, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4065, root_relative_squared_error: 1.4141, run_cpu_time: 110.553,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9472, f_measure: 0.6966, kappa: 0.667, kb_relative_information_score: 667151.9126, mean_absolute_error: 0.08, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6969, predictive_accuracy: 0.6973, prior_entropy: 3.4594, ram_hours: 0.0022, recall: 0.6973, relative_absolute_error: 0.4837, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.199, root_relative_squared_error: 0.6923, run_cpu_time: 299.33,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9589, f_measure: 0.7102, kappa: 0.6818, kb_relative_information_score: 683569.0709, mean_absolute_error: 0.0762, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7099, predictive_accuracy: 0.7107, prior_entropy: 3.4594, ram_hours: 0.0004, recall: 0.7107, relative_absolute_error: 0.4608, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1931, root_relative_squared_error: 0.6717, run_cpu_time: 366.235,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6434, f_measure: 0.164, kappa: 0.0883, kb_relative_information_score: 122013.0062, mean_absolute_error: 0.156, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.175, predictive_accuracy: 0.1712, prior_entropy: 3.4594, ram_hours: 0.0725, recall: 0.1712, relative_absolute_error: 0.9437, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.28, root_relative_squared_error: 0.974, run_cpu_time: 847.2127,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9479, f_measure: 0.6924, kappa: 0.6622, kb_relative_information_score: 676467.0578, mean_absolute_error: 0.0751, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6922, predictive_accuracy: 0.6929, prior_entropy: 3.4594, ram_hours: 0, recall: 0.6929, relative_absolute_error: 0.4542, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1988, root_relative_squared_error: 0.6916, run_cpu_time: 75.7626,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8028, f_measure: 0.3593, kappa: 0.2926, kb_relative_information_score: 343065.3516, mean_absolute_error: 0.1381, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3693, predictive_accuracy: 0.3569, prior_entropy: 3.4594, ram_hours: 0.0005, recall: 0.3569, relative_absolute_error: 0.8352, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2662, root_relative_squared_error: 0.9261, run_cpu_time: 3403.6915,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6968, f_measure: 0.2845, kappa: 0.2192, kb_relative_information_score: 295426.9475, mean_absolute_error: 0.1386, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.2915, predictive_accuracy: 0.2902, prior_entropy: 3.4594, ram_hours: 0, recall: 0.2902, relative_absolute_error: 0.8383, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2935, root_relative_squared_error: 1.0209, run_cpu_time: 10.1982,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.885, f_measure: 0.5679, kappa: 0.5248, kb_relative_information_score: 536166.2787, mean_absolute_error: 0.103, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.5686, predictive_accuracy: 0.568, prior_entropy: 3.4594, ram_hours: 0.0003, recall: 0.568, relative_absolute_error: 0.6229, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2334, root_relative_squared_error: 0.812, run_cpu_time: 512.5853,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54872.7034, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.091, prior_entropy: 3.4594, ram_hours: 0, recall: 0.091, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4065, root_relative_squared_error: 1.4141, run_cpu_time: 7.2996,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5061, f_measure: 0.0434, kappa: 0.0121, kb_relative_information_score: 66257.9377, mean_absolute_error: 0.1633, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0455, predictive_accuracy: 0.102, prior_entropy: 3.4594, ram_hours: 0, recall: 0.102, relative_absolute_error: 0.9879, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4041, root_relative_squared_error: 1.4056, run_cpu_time: 6.6899,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6773, f_measure: 0.3487, kappa: 0.2838, kb_relative_information_score: 348449.9406, mean_absolute_error: 0.1219, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3506, predictive_accuracy: 0.3489, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3489, relative_absolute_error: 0.7373, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3144, root_relative_squared_error: 1.0935, run_cpu_time: 10.4608,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5452, f_measure: 0.1628, kappa: 0.0903, kb_relative_information_score: 140096.8784, mean_absolute_error: 0.1504, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.1654, predictive_accuracy: 0.173, prior_entropy: 3.4594, ram_hours: 0, recall: 0.173, relative_absolute_error: 0.9097, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.3877, root_relative_squared_error: 1.3485, run_cpu_time: 8.9456,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9521, f_measure: 0.6958, kappa: 0.666, kb_relative_information_score: 678018.402, mean_absolute_error: 0.0752, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6963, prior_entropy: 3.4594, ram_hours: 0, recall: 0.6963, relative_absolute_error: 0.4552, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1971, root_relative_squared_error: 0.6857, run_cpu_time: 49.4632,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54794.7223, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.0909, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0909, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4066, root_relative_squared_error: 1.4142, run_cpu_time: 7.1346,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7681, f_measure: 0.3188, kappa: 0.2531, kb_relative_information_score: 179052.814, mean_absolute_error: 0.1565, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3214, predictive_accuracy: 0.321, prior_entropy: 3.4594, ram_hours: 0, recall: 0.321, relative_absolute_error: 0.9469, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2774, root_relative_squared_error: 0.9649, run_cpu_time: 23.43,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8014, f_measure: 0.3587, kappa: 0.2925, kb_relative_information_score: 342926.1345, mean_absolute_error: 0.1381, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.369, predictive_accuracy: 0.3568, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3568, relative_absolute_error: 0.8352, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2663, root_relative_squared_error: 0.9264, run_cpu_time: 182.0543,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8304, f_measure: 0.3634, kappa: 0.3069, kb_relative_information_score: 329517.232, mean_absolute_error: 0.1394, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3637, predictive_accuracy: 0.37, prior_entropy: 3.4594, ram_hours: 0, recall: 0.37, relative_absolute_error: 0.8433, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2629, root_relative_squared_error: 0.9146, run_cpu_time: 25.8706,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.0914, kappa: 0.0005, kb_relative_information_score: 55267.8074, mean_absolute_error: 0.1652, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0914, predictive_accuracy: 0.0914, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0914, relative_absolute_error: 0.9995, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4065, root_relative_squared_error: 1.4138, run_cpu_time: 8.3066,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9521, f_measure: 0.6958, kappa: 0.666, kb_relative_information_score: 678018.402, mean_absolute_error: 0.0752, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6956, predictive_accuracy: 0.6963, prior_entropy: 3.4594, ram_hours: 0, recall: 0.6963, relative_absolute_error: 0.4552, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1971, root_relative_squared_error: 0.6857, run_cpu_time: 58.54,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7841, f_measure: 0.3079, kappa: 0.2449, kb_relative_information_score: 269417.7481, mean_absolute_error: 0.1453, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.312, predictive_accuracy: 0.3135, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3135, relative_absolute_error: 0.8793, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2702, root_relative_squared_error: 0.9398, run_cpu_time: 24.73,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0152, kb_relative_information_score: 54819.9133, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0083, predictive_accuracy: 0.091, prior_entropy: 3.4594, ram_hours: 0.0017, recall: 0.091, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.4064, root_relative_squared_error: 1.4138, run_cpu_time: 67.21,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, f_measure: 0.0334, kappa: -0.0001, kb_relative_information_score: 920.1207, mean_absolute_error: 0.1653, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.0609, predictive_accuracy: 0.0911, prior_entropy: 3.4594, ram_hours: 0, recall: 0.0911, relative_absolute_error: 1, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2875, root_relative_squared_error: 1, run_cpu_time: 19.69,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(vowel)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7934, f_measure: 0.3187, kappa: 0.2528, kb_relative_information_score: 305981.2513, mean_absolute_error: 0.1403, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.3181, predictive_accuracy: 0.3207, prior_entropy: 3.4594, ram_hours: 0, recall: 0.3207, relative_absolute_error: 0.8488, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2706, root_relative_squared_error: 0.9413, run_cpu_time: 41.17,

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(vowel) (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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