OpenML

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(vote)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9777, f_measure: 0.9182, kappa: 0.8287, kb_relative_information_score: 109075.0229, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.92, predictive_accuracy: 0.9178, prior_entropy: 1, ram_hours: 0, recall: 0.9178, relative_absolute_error: 0.1688, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2695, root_relative_squared_error: 0.539, run_cpu_time: 1.25,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set pokerhand

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7075, f_measure: 0.5755, kappa: 0.2479, kb_relative_information_score: 536431.1959, mean_absolute_error: 0.0966, mean_prior_absolute_error: 0.18, number_of_instances: 829201, precision: 0.5741, predictive_accuracy: 0.5955, prior_entropy: 3.3219, ram_hours: 0, recall: 0.5955, relative_absolute_error: 0.5368, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2285, root_relative_squared_error: 0.7618, run_cpu_time: 25.9,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9844, f_measure: 0.9168, kappa: 0.8667, kb_relative_information_score: 522028.0108, mean_absolute_error: 0.0379, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9171, predictive_accuracy: 0.9169, prior_entropy: 2.8074, ram_hours: 0.0002, recall: 0.9169, relative_absolute_error: 0.1547, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.134, root_relative_squared_error: 0.3829, run_cpu_time: 250.71,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9419, f_measure: 0.8646, kappa: 0.7252, kb_relative_information_score: 603661.7916, mean_absolute_error: 0.2122, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8687, predictive_accuracy: 0.8658, prior_entropy: 1, ram_hours: 0, recall: 0.8658, relative_absolute_error: 0.4243, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3129, root_relative_squared_error: 0.6259, run_cpu_time: 316.26,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7302, f_measure: 0.4477, kappa: 0.2822, kb_relative_information_score: 325721.3048, mean_absolute_error: 0.2474, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4503, predictive_accuracy: 0.4527, prior_entropy: 2.3219, ram_hours: 0, recall: 0.4527, relative_absolute_error: 0.7732, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3721, root_relative_squared_error: 0.9303, run_cpu_time: 23.41,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9178, kappa: 0.9086, kb_relative_information_score: 906843.3994, mean_absolute_error: 0.0246, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9178, prior_entropy: 3.3219, ram_hours: 0.0019, recall: 0.9178, relative_absolute_error: 0.1367, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.11, root_relative_squared_error: 0.3667, run_cpu_time: 253.25,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8766, f_measure: 0.8352, kappa: 0.6483, kb_relative_information_score: 460009.5243, mean_absolute_error: 0.2902, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.84, predictive_accuracy: 0.8387, prior_entropy: 1, ram_hours: 0, recall: 0.8387, relative_absolute_error: 0.5804, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3664, root_relative_squared_error: 0.7328, run_cpu_time: 5.47,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(autos,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9112, f_measure: 0.6886, kappa: 0.5987, kb_relative_information_score: 661974.5571, mean_absolute_error: 0.1049, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.6927, predictive_accuracy: 0.6882, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6882, relative_absolute_error: 0.4284, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2516, root_relative_squared_error: 0.719, run_cpu_time: 29.05,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hepatitis,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9381, f_measure: 0.8887, kappa: 0.6689, kb_relative_information_score: 739762.5951, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8912, predictive_accuracy: 0.887, prior_entropy: 1, ram_hours: 0, recall: 0.887, relative_absolute_error: 0.269, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.291, root_relative_squared_error: 0.5819, run_cpu_time: 10.42,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mushroom)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9892, kappa: 0.9784, kb_relative_information_score: 972643.9624, mean_absolute_error: 0.0145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9892, predictive_accuracy: 0.9892, prior_entropy: 1, ram_hours: 0.0063, recall: 0.9892, relative_absolute_error: 0.0291, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0888, root_relative_squared_error: 0.1776, run_cpu_time: 265.84,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set SEA(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8766, f_measure: 0.8352, kappa: 0.6483, kb_relative_information_score: 459952.1031, mean_absolute_error: 0.2902, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.84, predictive_accuracy: 0.8387, prior_entropy: 1, ram_hours: 0, recall: 0.8387, relative_absolute_error: 0.5805, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3664, root_relative_squared_error: 0.7328, run_cpu_time: 5.51,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9317, f_measure: 0.8905, kappa: 0.781, kb_relative_information_score: 827480.0378, mean_absolute_error: 0.0791, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8905, predictive_accuracy: 0.8905, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8905, relative_absolute_error: 0.2473, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.192, root_relative_squared_error: 0.48, run_cpu_time: 14.65,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(spambase)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5764, f_measure: 0.5141, kappa: 0.0691, kb_relative_information_score: 104786.9058, mean_absolute_error: 0.4544, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6738, predictive_accuracy: 0.6256, prior_entropy: 1, ram_hours: 0.0058, recall: 0.6256, relative_absolute_error: 0.9087, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4767, root_relative_squared_error: 0.9534, run_cpu_time: 24111.36,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9683, f_measure: 0.93, kappa: 0.785, kb_relative_information_score: 803451.8913, mean_absolute_error: 0.106, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9298, predictive_accuracy: 0.9312, prior_entropy: 1, ram_hours: 0.005, recall: 0.9312, relative_absolute_error: 0.212, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2268, root_relative_squared_error: 0.4536, run_cpu_time: 268.59,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8781, f_measure: 0.847, kappa: 0.6745, kb_relative_information_score: 580747.7177, mean_absolute_error: 0.2267, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8483, predictive_accuracy: 0.8488, prior_entropy: 1, ram_hours: 0, recall: 0.8488, relative_absolute_error: 0.4533, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3437, root_relative_squared_error: 0.6874, run_cpu_time: 7.99,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9159, f_measure: 0.7617, kappa: 0.6921, kb_relative_information_score: 687967.5545, mean_absolute_error: 0.1212, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7614, predictive_accuracy: 0.7631, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7631, relative_absolute_error: 0.3787, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2636, root_relative_squared_error: 0.6589, run_cpu_time: 25.1,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set covertype

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9868, f_measure: 0.9218, kappa: 0.8747, kb_relative_information_score: 534276.0577, mean_absolute_error: 0.0288, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.9217, predictive_accuracy: 0.9222, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9222, relative_absolute_error: 0.1174, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1246, root_relative_squared_error: 0.356, run_cpu_time: 336.63,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5828, f_measure: 0.2815, kappa: 0.0743, kb_relative_information_score: 153379.4542, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3123, predictive_accuracy: 0.3226, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3226, relative_absolute_error: 0.9313, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.393, root_relative_squared_error: 0.9825, run_cpu_time: 22.25,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set CovPokElec

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5823, f_measure: 0.3408, kappa: 0.124, kb_relative_information_score: 334906.7076, mean_absolute_error: 0.1543, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.654, predictive_accuracy: 0.2424, prior_entropy: 3.3219, ram_hours: 0, recall: 0.2424, relative_absolute_error: 0.8571, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3767, root_relative_squared_error: 1.2556, run_cpu_time: 93.04,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(mfeat-zernike,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9492, f_measure: 0.7279, kappa: 0.7025, kb_relative_information_score: 733843.8789, mean_absolute_error: 0.0641, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7251, predictive_accuracy: 0.7322, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7322, relative_absolute_error: 0.3559, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1978, root_relative_squared_error: 0.6595, run_cpu_time: 66.57,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9393, f_measure: 0.8956, kappa: 0.7912, kb_relative_information_score: 833249.3526, mean_absolute_error: 0.0774, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8956, predictive_accuracy: 0.8956, prior_entropy: 2.3219, ram_hours: 0.0057, recall: 0.8956, relative_absolute_error: 0.2419, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1857, root_relative_squared_error: 0.4644, run_cpu_time: 299.41,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9302, f_measure: 0.8753, kappa: 0.7506, kb_relative_information_score: 810152.2495, mean_absolute_error: 0.0877, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8753, predictive_accuracy: 0.8753, prior_entropy: 2.3219, ram_hours: 0.0003, recall: 0.8753, relative_absolute_error: 0.2741, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1984, root_relative_squared_error: 0.496, run_cpu_time: 197.44,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_0_0

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9757, f_measure: 0.8897, kappa: 0.8577, kb_relative_information_score: 860015.1724, mean_absolute_error: 0.0551, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8903, predictive_accuracy: 0.8899, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8899, relative_absolute_error: 0.1722, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1785, root_relative_squared_error: 0.4463, run_cpu_time: 242.72,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9443, f_measure: 0.9125, kappa: 0.8251, kb_relative_information_score: 769923.4138, mean_absolute_error: 0.1133, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.9125, predictive_accuracy: 0.9125, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9125, relative_absolute_error: 0.3542, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2114, root_relative_squared_error: 0.5286, run_cpu_time: 9.54,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9212, f_measure: 0.8711, kappa: 0.7411, kb_relative_information_score: 674864.5723, mean_absolute_error: 0.1723, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8711, predictive_accuracy: 0.8711, prior_entropy: 1, ram_hours: 0.0001, recall: 0.8711, relative_absolute_error: 0.3445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3214, root_relative_squared_error: 0.6428, run_cpu_time: 38.5,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set SEA(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8799, f_measure: 0.8632, kappa: 0.71, kb_relative_information_score: 581447.5861, mean_absolute_error: 0.2255, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8633, predictive_accuracy: 0.864, prior_entropy: 1, ram_hours: 0.0004, recall: 0.864, relative_absolute_error: 0.451, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3432, root_relative_squared_error: 0.6864, run_cpu_time: 3520.44,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(glass,nominal,137781)

0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: nominal value not declared in header, read Token[vehic], line 15

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-c,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9516, f_measure: 0.8789, kappa: 0.7601, kb_relative_information_score: 841006.5988, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8781, predictive_accuracy: 0.8803, prior_entropy: 2.3219, ram_hours: 0.0025, recall: 0.8803, relative_absolute_error: 0.2166, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.187, root_relative_squared_error: 0.4674, run_cpu_time: 204.17,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 6.06,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_0_0

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7805, f_measure: 0.497, kappa: 0.3547, kb_relative_information_score: 321830.6382, mean_absolute_error: 0.2577, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5117, predictive_accuracy: 0.5121, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5121, relative_absolute_error: 0.8055, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3587, root_relative_squared_error: 0.8969, run_cpu_time: 15.26,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(mfeat-zernike,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5485, f_measure: 0.1095, kappa: 0.0971, kb_relative_information_score: 150472.628, mean_absolute_error: 0.1625, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1028, predictive_accuracy: 0.1876, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1876, relative_absolute_error: 0.9026, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4031, root_relative_squared_error: 1.3436, run_cpu_time: 19.4,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8859, f_measure: 0.8878, kappa: 0.7616, kb_relative_information_score: 647945.3367, mean_absolute_error: 0.1951, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8889, predictive_accuracy: 0.8888, prior_entropy: 1, ram_hours: 0.0002, recall: 0.8888, relative_absolute_error: 0.3902, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3128, root_relative_squared_error: 0.6256, run_cpu_time: 94.88,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-c,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.945, f_measure: 0.8729, kappa: 0.7473, kb_relative_information_score: 835922.9072, mean_absolute_error: 0.0708, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8723, predictive_accuracy: 0.8738, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8738, relative_absolute_error: 0.2212, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1924, root_relative_squared_error: 0.4809, run_cpu_time: 18.44,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8847, f_measure: 0.7839, kappa: 0.5739, kb_relative_information_score: 399133.5793, mean_absolute_error: 0.3172, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8016, predictive_accuracy: 0.7848, prior_entropy: 1, ram_hours: 0.0002, recall: 0.7848, relative_absolute_error: 0.6344, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3847, root_relative_squared_error: 0.7694, run_cpu_time: 1067.07,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hypothyroid,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7488, f_measure: 0.8932, kappa: 0.1134, kb_relative_information_score: 861206.836, mean_absolute_error: 0.0685, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8952, predictive_accuracy: 0.9231, prior_entropy: 2, ram_hours: 0, recall: 0.9231, relative_absolute_error: 0.1826, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.185, root_relative_squared_error: 0.4272, run_cpu_time: 18.61,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set covertype

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6357, f_measure: 0.5536, kappa: 0.2848, kb_relative_information_score: 334558.5904, mean_absolute_error: 0.1123, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5258, predictive_accuracy: 0.607, prior_entropy: 2.8074, ram_hours: 0, recall: 0.607, relative_absolute_error: 0.4586, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3351, root_relative_squared_error: 0.9577, run_cpu_time: 7.91,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-g,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7596, f_measure: 0.6715, kappa: 0.1911, kb_relative_information_score: 340894.0369, mean_absolute_error: 0.3432, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7237, predictive_accuracy: 0.7313, prior_entropy: 1, ram_hours: 0, recall: 0.7313, relative_absolute_error: 0.6864, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4187, root_relative_squared_error: 0.8374, run_cpu_time: 388.79,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set SEA(50)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8824, f_measure: 0.868, kappa: 0.7202, kb_relative_information_score: 590645.4339, mean_absolute_error: 0.2209, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.868, predictive_accuracy: 0.8687, prior_entropy: 1, ram_hours: 0, recall: 0.8687, relative_absolute_error: 0.4419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3394, root_relative_squared_error: 0.6788, run_cpu_time: 142.24,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-h,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9407, f_measure: 0.8711, kappa: 0.7238, kb_relative_information_score: 834372.7668, mean_absolute_error: 0.0722, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8704, predictive_accuracy: 0.8723, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8723, relative_absolute_error: 0.2257, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.4807, run_cpu_time: 18.99,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7725, f_measure: 0.5075, kappa: 0.3618, kb_relative_information_score: 313171.721, mean_absolute_error: 0.261, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5222, predictive_accuracy: 0.5196, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5196, relative_absolute_error: 0.8155, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3608, root_relative_squared_error: 0.9021, run_cpu_time: 15.08,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8098, f_measure: 0.5496, kappa: 0.4143, kb_relative_information_score: 386089.3224, mean_absolute_error: 0.2365, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5535, predictive_accuracy: 0.5533, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5533, relative_absolute_error: 0.7391, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3435, root_relative_squared_error: 0.8587, run_cpu_time: 226.53,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_0_0

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 6.12,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(vote)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9418, kappa: 0.8777, kb_relative_information_score: 112013.7583, mean_absolute_error: 0.0763, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.9424, predictive_accuracy: 0.9416, prior_entropy: 1, ram_hours: 0, recall: 0.9416, relative_absolute_error: 0.1526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2087, root_relative_squared_error: 0.4173, run_cpu_time: 39.88,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(glass,nominal,137781)

0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: nominal value not declared in header, read Token[vehic], line 15

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set pokerhand

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7086, f_measure: 0.6588, kappa: 0.4151, kb_relative_information_score: 559727.0726, mean_absolute_error: 0.0622, mean_prior_absolute_error: 0.18, number_of_instances: 829201, precision: 0.6334, predictive_accuracy: 0.6892, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6892, relative_absolute_error: 0.3453, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2493, root_relative_squared_error: 0.831, run_cpu_time: 4,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set CovPokElec

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7109, f_measure: 0.6433, kappa: 0.4221, kb_relative_information_score: 969423.4542, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.6101, predictive_accuracy: 0.6806, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6806, relative_absolute_error: 0.3548, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.8424, run_cpu_time: 31.56,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(anneal.ORIG,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8699, f_measure: 0.7534, kappa: 0.3197, kb_relative_information_score: 779895.0509, mean_absolute_error: 0.0828, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7871, predictive_accuracy: 0.8013, prior_entropy: 2.585, ram_hours: 0.0022, recall: 0.8013, relative_absolute_error: 0.2981, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2136, root_relative_squared_error: 0.5731, run_cpu_time: 11053.79,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.974, f_measure: 0.8831, kappa: 0.8492, kb_relative_information_score: 850702.9416, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8837, predictive_accuracy: 0.8834, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8834, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.184, root_relative_squared_error: 0.46, run_cpu_time: 266.37,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set pokerhand

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9674, f_measure: 0.8694, kappa: 0.7753, kb_relative_information_score: 711063.7273, mean_absolute_error: 0.0471, mean_prior_absolute_error: 0.18, number_of_instances: 829201, precision: 0.8725, predictive_accuracy: 0.876, prior_entropy: 3.3219, ram_hours: 0, recall: 0.876, relative_absolute_error: 0.2618, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1378, root_relative_squared_error: 0.4594, run_cpu_time: 104.13,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7777, f_measure: 0.7091, kappa: 0.4182, kb_relative_information_score: 656913.7949, mean_absolute_error: 0.1518, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7091, predictive_accuracy: 0.7091, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7091, relative_absolute_error: 0.4743, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2773, root_relative_squared_error: 0.6933, run_cpu_time: 9.39,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(cmc,nominal,55296)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6465, f_measure: 0.4718, kappa: 0.1791, kb_relative_information_score: 9548.0005, mean_absolute_error: 0.3983, mean_prior_absolute_error: 0.4444, number_of_instances: 55296, precision: 0.4707, predictive_accuracy: 0.4744, prior_entropy: 1.585, ram_hours: 0, recall: 0.4744, relative_absolute_error: 0.8963, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4515, root_relative_squared_error: 0.9578, run_cpu_time: 12.87,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8795, f_measure: 0.7964, kappa: 0.5916, kb_relative_information_score: 567712.7727, mean_absolute_error: 0.2193, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7971, predictive_accuracy: 0.7962, prior_entropy: 1, ram_hours: 0, recall: 0.7962, relative_absolute_error: 0.4386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4011, root_relative_squared_error: 0.8023, run_cpu_time: 29.2,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set CovPokElec

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.7904, kappa: 0.6492, kb_relative_information_score: 1161424.012, mean_absolute_error: 0.0532, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.7902, predictive_accuracy: 0.7934, prior_entropy: 3.3219, ram_hours: 0.0001, recall: 0.7934, relative_absolute_error: 0.2954, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1765, root_relative_squared_error: 0.5883, run_cpu_time: 69.2,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7928, f_measure: 0.7942, kappa: 0.5863, kb_relative_information_score: 588794, mean_absolute_error: 0.2056, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7942, predictive_accuracy: 0.7944, prior_entropy: 1, ram_hours: 0, recall: 0.7944, relative_absolute_error: 0.4112, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4534, root_relative_squared_error: 0.9069, run_cpu_time: 23.83,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9637, f_measure: 0.7155, kappa: 0.6878, kb_relative_information_score: 710370.8091, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7155, predictive_accuracy: 0.7162, prior_entropy: 3.4594, ram_hours: 0, recall: 0.7162, relative_absolute_error: 0.4093, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1872, root_relative_squared_error: 0.6511, run_cpu_time: 39.85,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(soybean)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9909, f_measure: 0.8943, kappa: 0.8843, kb_relative_information_score: 905944.3553, mean_absolute_error: 0.0135, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.898, predictive_accuracy: 0.8943, prior_entropy: 4.2479, ram_hours: 0, recall: 0.8943, relative_absolute_error: 0.1353, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0917, root_relative_squared_error: 0.4105, run_cpu_time: 111.24,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.916, kappa: 0.8967, kb_relative_information_score: 904884.4258, mean_absolute_error: 0.0319, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9215, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9215, relative_absolute_error: 0.1303, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1272, root_relative_squared_error: 0.3634, run_cpu_time: 308.3,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8928, kappa: 0.8616, kb_relative_information_score: 863803.7888, mean_absolute_error: 0.0538, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8933, predictive_accuracy: 0.893, prior_entropy: 2.3219, ram_hours: 0, recall: 0.893, relative_absolute_error: 0.1682, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1763, root_relative_squared_error: 0.4407, run_cpu_time: 245.37,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.952, f_measure: 0.6921, kappa: 0.6609, kb_relative_information_score: 669092.4447, mean_absolute_error: 0.0785, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.6925, predictive_accuracy: 0.6917, prior_entropy: 3.4594, ram_hours: 0.0001, recall: 0.6917, relative_absolute_error: 0.4751, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1984, root_relative_squared_error: 0.6901, run_cpu_time: 253.88,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set CovPokElec

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9155, f_measure: 0.7805, kappa: 0.6298, kb_relative_information_score: 1184460.91, mean_absolute_error: 0.053, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.7835, predictive_accuracy: 0.7841, prior_entropy: 3.3219, ram_hours: 0.0003, recall: 0.7841, relative_absolute_error: 0.2947, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1694, root_relative_squared_error: 0.5647, run_cpu_time: 1592.41,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.534, f_measure: 0.2329, kappa: 0.0229, kb_relative_information_score: 122555.4171, mean_absolute_error: 0.3061, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2894, predictive_accuracy: 0.2914, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2914, relative_absolute_error: 0.9566, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3939, root_relative_squared_error: 0.9847, run_cpu_time: 14.82,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(glass,nominal,137781)

0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: nominal value not declared in header, read Token[vehic], line 15

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9341, f_measure: 0.792, kappa: 0.7305, kb_relative_information_score: 731614.7112, mean_absolute_error: 0.104, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7923, predictive_accuracy: 0.7923, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7923, relative_absolute_error: 0.325, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2475, root_relative_squared_error: 0.6186, run_cpu_time: 25.72,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7409, f_measure: 0.4863, kappa: 0.428, kb_relative_information_score: 552723.5877, 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: 0.9834, run_cpu_time: 7.13,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set LED(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9012, f_measure: 0.5354, kappa: 0.4885, kb_relative_information_score: 520929.4017, mean_absolute_error: 0.1111, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.5355, predictive_accuracy: 0.5396, prior_entropy: 3.3219, ram_hours: 0, recall: 0.5396, relative_absolute_error: 0.6171, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2428, root_relative_squared_error: 0.8094, run_cpu_time: 27.48,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set pokerhand

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8266, f_measure: 0.6789, kappa: 0.4363, kb_relative_information_score: 612238.2485, mean_absolute_error: 0.0746, mean_prior_absolute_error: 0.18, number_of_instances: 829201, precision: 0.6823, predictive_accuracy: 0.6935, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6935, relative_absolute_error: 0.4147, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2008, root_relative_squared_error: 0.6693, run_cpu_time: 224.21,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set covertype

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8097, f_measure: 0.6223, kappa: 0.4091, kb_relative_information_score: 350920.4137, mean_absolute_error: 0.1234, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.656, predictive_accuracy: 0.6052, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6052, relative_absolute_error: 0.5037, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2868, root_relative_squared_error: 0.8196, run_cpu_time: 26.44,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9831, f_measure: 0.886, kappa: 0.8518, kb_relative_information_score: 789676.5412, mean_absolute_error: 0.0915, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8876, predictive_accuracy: 0.8858, prior_entropy: 2.3219, ram_hours: 0.0016, recall: 0.8858, relative_absolute_error: 0.286, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1873, root_relative_squared_error: 0.4683, run_cpu_time: 252.22,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7954, f_measure: 0.7924, kappa: 0.5907, kb_relative_information_score: 766974.7766, mean_absolute_error: 0.0819, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8132, predictive_accuracy: 0.7953, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7953, relative_absolute_error: 0.2558, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2861, root_relative_squared_error: 0.7153, run_cpu_time: 6.09,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7744, f_measure: 0.5087, kappa: 0.3639, kb_relative_information_score: 314771.6072, mean_absolute_error: 0.2605, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.522, predictive_accuracy: 0.521, prior_entropy: 2.3219, ram_hours: 0, recall: 0.521, relative_absolute_error: 0.814, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3604, root_relative_squared_error: 0.9011, run_cpu_time: 14.85,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(trains)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9519, f_measure: 0.887, kappa: 0.7741, kb_relative_information_score: 695294.0011, mean_absolute_error: 0.1621, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8878, predictive_accuracy: 0.887, prior_entropy: 1, ram_hours: 0, recall: 0.887, relative_absolute_error: 0.3241, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2896, root_relative_squared_error: 0.5792, run_cpu_time: 12.59,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(heart-c,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9316, f_measure: 0.8485, kappa: 0.7, kb_relative_information_score: 801714.332, mean_absolute_error: 0.0892, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8517, predictive_accuracy: 0.852, prior_entropy: 2.3219, ram_hours: 0, recall: 0.852, relative_absolute_error: 0.2789, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2072, root_relative_squared_error: 0.5181, run_cpu_time: 294.22,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(soybean)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5103, f_measure: 0.0252, kappa: 0.0205, kb_relative_information_score: 31853.986, mean_absolute_error: 0.1001, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.0295, predictive_accuracy: 0.0493, prior_entropy: 4.2479, ram_hours: 0, recall: 0.0493, relative_absolute_error: 1.0035, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.3163, root_relative_squared_error: 1.4167, run_cpu_time: 14.56,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7808, f_measure: 0.7026, kappa: 0.3882, kb_relative_information_score: 251677.7341, mean_absolute_error: 0.3881, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7135, predictive_accuracy: 0.7122, prior_entropy: 1, ram_hours: 0.0001, recall: 0.7122, relative_absolute_error: 0.7761, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4368, root_relative_squared_error: 0.8736, run_cpu_time: 712.15,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(page-blocks,nominal,295245)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8825, f_measure: 0.9028, kappa: 0.4855, kb_relative_information_score: 260728.2011, mean_absolute_error: 0.0484, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.9028, predictive_accuracy: 0.9163, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9163, relative_absolute_error: 0.1511, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1587, root_relative_squared_error: 0.3967, run_cpu_time: 4.94,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hypothyroid,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7482, f_measure: 0.8928, kappa: 0.0868, kb_relative_information_score: 865125.3163, mean_absolute_error: 0.0663, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8942, predictive_accuracy: 0.9244, prior_entropy: 2, ram_hours: 0, recall: 0.9244, relative_absolute_error: 0.1767, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1835, root_relative_squared_error: 0.4237, run_cpu_time: 20.67,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.8934, kappa: 0.8624, kb_relative_information_score: 865552.386, mean_absolute_error: 0.0531, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8943, predictive_accuracy: 0.8936, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8936, relative_absolute_error: 0.1659, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1755, root_relative_squared_error: 0.4389, run_cpu_time: 291.22,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(sick,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.819, f_measure: 0.9093, kappa: 0.0038, kb_relative_information_score: 821285.6291, mean_absolute_error: 0.0968, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9055, predictive_accuracy: 0.9387, prior_entropy: 1, ram_hours: 0, recall: 0.9387, relative_absolute_error: 0.1937, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2253, root_relative_squared_error: 0.4505, run_cpu_time: 563.37,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(vehicle,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1046, kappa: -0, kb_relative_information_score: 102061.2848, mean_absolute_error: 0.3718, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0657, predictive_accuracy: 0.2564, prior_entropy: 2, ram_hours: 0, recall: 0.2564, relative_absolute_error: 0.9915, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.6098, root_relative_squared_error: 1.4082, run_cpu_time: 9,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set LED(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.956, f_measure: 0.74, kappa: 0.71, kb_relative_information_score: 697132.318, mean_absolute_error: 0.0766, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7419, predictive_accuracy: 0.739, prior_entropy: 3.3219, ram_hours: 0.0001, recall: 0.739, relative_absolute_error: 0.4257, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1943, root_relative_squared_error: 0.6476, run_cpu_time: 224.77,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(mfeat-zernike,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9395, f_measure: 0.6663, kappa: 0.6316, kb_relative_information_score: 629189.4617, mean_absolute_error: 0.0973, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6741, predictive_accuracy: 0.6684, prior_entropy: 3.3219, ram_hours: 0.0034, recall: 0.6684, relative_absolute_error: 0.5406, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2135, root_relative_squared_error: 0.7118, run_cpu_time: 15410.46,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set SEA(50)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.891, f_measure: 0.892, kappa: 0.7704, kb_relative_information_score: 645387.7426, mean_absolute_error: 0.197, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8931, predictive_accuracy: 0.893, prior_entropy: 1, ram_hours: 0.0004, recall: 0.893, relative_absolute_error: 0.3941, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3102, root_relative_squared_error: 0.6204, run_cpu_time: 109.35,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6609, f_measure: 0.5925, kappa: 0.1857, kb_relative_information_score: 195092.7675, mean_absolute_error: 0.4098, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7104, predictive_accuracy: 0.663, prior_entropy: 1, ram_hours: 0, recall: 0.663, relative_absolute_error: 0.8196, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4539, root_relative_squared_error: 0.9079, run_cpu_time: 40.67,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.859, f_measure: 0.7876, kappa: 0.5752, kb_relative_information_score: 736015.8809, mean_absolute_error: 0.1137, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7876, predictive_accuracy: 0.7876, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7876, relative_absolute_error: 0.3553, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2465, root_relative_squared_error: 0.6161, run_cpu_time: 15.26,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 9.92,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9292, kappa: 0.9071, kb_relative_information_score: 918468.6934, mean_absolute_error: 0.0265, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9301, predictive_accuracy: 0.9287, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9287, relative_absolute_error: 0.1082, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.123, root_relative_squared_error: 0.3516, run_cpu_time: 34.72,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set LED(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5108, f_measure: 0.05, kappa: 0.0215, kb_relative_information_score: 79005.5611, mean_absolute_error: 0.1761, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0928, predictive_accuracy: 0.1193, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1193, relative_absolute_error: 0.9786, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4197, root_relative_squared_error: 1.399, run_cpu_time: 7.08,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(spambase)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5049, f_measure: 0.4683, kappa: 0.0119, kb_relative_information_score: 218026, mean_absolute_error: 0.391, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6438, predictive_accuracy: 0.609, prior_entropy: 1, ram_hours: 0, recall: 0.609, relative_absolute_error: 0.782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6253, root_relative_squared_error: 1.2506, run_cpu_time: 22.52,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(ionosphere)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9218, f_measure: 0.7987, kappa: 0.5849, kb_relative_information_score: 590705.2616, mean_absolute_error: 0.2045, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8267, predictive_accuracy: 0.7946, prior_entropy: 1, ram_hours: 0, recall: 0.7946, relative_absolute_error: 0.409, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.417, root_relative_squared_error: 0.834, run_cpu_time: 18.01,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set SEA(50000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8796, f_measure: 0.8629, kappa: 0.7095, kb_relative_information_score: 581581.9369, mean_absolute_error: 0.2253, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8629, predictive_accuracy: 0.8636, prior_entropy: 1, ram_hours: 0, recall: 0.8636, relative_absolute_error: 0.4507, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3434, root_relative_squared_error: 0.6868, run_cpu_time: 139.01,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.961, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 786598.2707, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8403, relative_absolute_error: 0.2716, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2155, root_relative_squared_error: 0.5388, run_cpu_time: 270.29,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(heart-c,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8274, f_measure: 0.8266, kappa: 0.6562, kb_relative_information_score: 805267.4713, mean_absolute_error: 0.0684, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8247, predictive_accuracy: 0.829, prior_entropy: 2.3219, ram_hours: 0, recall: 0.829, relative_absolute_error: 0.2138, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2616, root_relative_squared_error: 0.6539, run_cpu_time: 7.2,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8521, f_measure: 0.8475, kappa: 0.6945, kb_relative_information_score: 694050, mean_absolute_error: 0.153, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8545, predictive_accuracy: 0.847, prior_entropy: 1, ram_hours: 0, recall: 0.847, relative_absolute_error: 0.306, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3911, root_relative_squared_error: 0.7822, run_cpu_time: 6.13,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set pokerhand

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8871, f_measure: 0.7538, kappa: 0.569, kb_relative_information_score: 645334.7372, mean_absolute_error: 0.0622, mean_prior_absolute_error: 0.18, number_of_instances: 829201, precision: 0.7523, predictive_accuracy: 0.7607, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7607, relative_absolute_error: 0.3455, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1826, root_relative_squared_error: 0.6088, run_cpu_time: 15.83,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set covertype

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9199, f_measure: 0.8019, kappa: 0.6825, kb_relative_information_score: 456173.8008, mean_absolute_error: 0.0666, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.8029, predictive_accuracy: 0.8031, prior_entropy: 2.8074, ram_hours: 0, recall: 0.8031, relative_absolute_error: 0.2719, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2124, root_relative_squared_error: 0.607, run_cpu_time: 22.88,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vote)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.964, kappa: 0.924, kb_relative_information_score: 117594.0332, mean_absolute_error: 0.0562, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.964, predictive_accuracy: 0.964, prior_entropy: 1, ram_hours: 0, recall: 0.964, relative_absolute_error: 0.1124, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1736, root_relative_squared_error: 0.3471, run_cpu_time: 1.47,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set SEA(50)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8291, f_measure: 0.8514, kappa: 0.6826, kb_relative_information_score: 710002, mean_absolute_error: 0.145, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8584, predictive_accuracy: 0.855, prior_entropy: 1, ram_hours: 0, recall: 0.855, relative_absolute_error: 0.29, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3808, root_relative_squared_error: 0.7616, run_cpu_time: 3.43,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vehicle,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8836, f_measure: 0.6725, kappa: 0.5714, kb_relative_information_score: 545900.3772, mean_absolute_error: 0.2042, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6724, predictive_accuracy: 0.6784, prior_entropy: 2, ram_hours: 0, recall: 0.6784, relative_absolute_error: 0.5446, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3297, root_relative_squared_error: 0.7615, run_cpu_time: 17.35,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9616, f_measure: 0.8386, kappa: 0.7899, kb_relative_information_score: 652107.0154, mean_absolute_error: 0.1524, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8408, predictive_accuracy: 0.8384, prior_entropy: 2.3219, ram_hours: 0.0003, recall: 0.8384, relative_absolute_error: 0.4763, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2402, root_relative_squared_error: 0.6005, run_cpu_time: 244.51,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.711, f_measure: 0.7091, kappa: 0.422, kb_relative_information_score: 670933.3279, mean_absolute_error: 0.1156, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.711, prior_entropy: 2.3219, ram_hours: 0, recall: 0.711, relative_absolute_error: 0.3612, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.34, root_relative_squared_error: 0.85, run_cpu_time: 6.25,

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