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Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1005, kb_relative_information_score: 95248.4641, mean_absolute_error: 0.3746, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0629, predictive_accuracy: 0.2507, prior_entropy: 2, ram_hours: 0, recall: 0.2507, relative_absolute_error: 0.999, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.6121, root_relative_squared_error: 1.4135, run_cpu_time: 12.21,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7023, f_measure: 0.8541, kappa: 0.0345, kb_relative_information_score: 245410.8476, mean_absolute_error: 0.0727, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.851, predictive_accuracy: 0.899, prior_entropy: 2.3219, ram_hours: 0, recall: 0.899, relative_absolute_error: 0.2271, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.19, root_relative_squared_error: 0.475, run_cpu_time: 4.43,
Jan van Rijn 10 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 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(dermatology)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.9728, kappa: 0.966, kb_relative_information_score: 382810.9416, mean_absolute_error: 0.2229, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9728, predictive_accuracy: 0.9728, prior_entropy: 2.585, ram_hours: 0, recall: 0.9728, relative_absolute_error: 0.8025, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3109, root_relative_squared_error: 0.8343, run_cpu_time: 19.1385,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.795, f_measure: 0.8862, kappa: 0.331, kb_relative_information_score: 248227.1642, mean_absolute_error: 0.0709, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.877, predictive_accuracy: 0.9056, prior_entropy: 2.3219, ram_hours: 0.0039, recall: 0.9056, relative_absolute_error: 0.2215, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.18, root_relative_squared_error: 0.4499, run_cpu_time: 195.0962,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9425, f_measure: 0.8781, kappa: 0.7587, kb_relative_information_score: 843289.0453, mean_absolute_error: 0.0662, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8771, predictive_accuracy: 0.8797, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8797, relative_absolute_error: 0.2068, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1914, root_relative_squared_error: 0.4785, run_cpu_time: 19.0981,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5021, kappa: -0.0001, kb_relative_information_score: 4142, mean_absolute_error: 0.4979, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5021, predictive_accuracy: 0.5021, prior_entropy: 1, ram_hours: 0, recall: 0.5021, relative_absolute_error: 0.9959, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7056, root_relative_squared_error: 1.4113, run_cpu_time: 17.0346,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9382, f_measure: 0.8646, kappa: 0.7328, kb_relative_information_score: 841015.7389, mean_absolute_error: 0.0643, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8625, predictive_accuracy: 0.8667, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8667, relative_absolute_error: 0.201, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2014, root_relative_squared_error: 0.5035, run_cpu_time: 30.9903,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9197, f_measure: 0.8451, kappa: 0.6929, kb_relative_information_score: 808204.1787, mean_absolute_error: 0.0829, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8455, predictive_accuracy: 0.8481, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8481, relative_absolute_error: 0.2592, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2104, root_relative_squared_error: 0.5259, run_cpu_time: 242.0556,
Jan van Rijn 10 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 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.564, f_measure: 0.7222, kappa: 0.135, kb_relative_information_score: 459972, mean_absolute_error: 0.27, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7156, predictive_accuracy: 0.73, prior_entropy: 1, ram_hours: 0, recall: 0.73, relative_absolute_error: 0.54, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5196, root_relative_squared_error: 1.0393, run_cpu_time: 6.0516,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8165, f_measure: 0.7707, kappa: 0.4367, kb_relative_information_score: 427872.5565, mean_absolute_error: 0.3018, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7728, predictive_accuracy: 0.7825, prior_entropy: 1, ram_hours: 0.0011, recall: 0.7825, relative_absolute_error: 0.6036, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.39, root_relative_squared_error: 0.78, run_cpu_time: 135.528,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.741, f_measure: 0.4863, kappa: 0.428, kb_relative_information_score: 552774.3109, mean_absolute_error: 0.1184, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.4546, predictive_accuracy: 0.5856, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5856, relative_absolute_error: 0.4835, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3441, root_relative_squared_error: 0.9833, run_cpu_time: 6.3083,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9284, f_measure: 0.6525, kappa: 0.6198, kb_relative_information_score: 622097.3536, mean_absolute_error: 0.0913, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6544, predictive_accuracy: 0.6579, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6579, relative_absolute_error: 0.5073, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2185, root_relative_squared_error: 0.7285, run_cpu_time: 26.1464,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, f_measure: 0.671, kappa: 0.0008, kb_relative_information_score: 342010, mean_absolute_error: 0.329, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.671, predictive_accuracy: 0.671, prior_entropy: 1, ram_hours: 0, recall: 0.671, relative_absolute_error: 0.658, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5736, root_relative_squared_error: 1.1472, run_cpu_time: 5.8065,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9641, f_measure: 0.8166, kappa: 0.7963, kb_relative_information_score: 811216.0428, mean_absolute_error: 0.0426, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8169, predictive_accuracy: 0.8167, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8167, relative_absolute_error: 0.2368, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.17, root_relative_squared_error: 0.5665, run_cpu_time: 123.3122,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9598, f_measure: 0.9183, kappa: 0.7468, kb_relative_information_score: 769601.7891, mean_absolute_error: 0.1248, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.918, predictive_accuracy: 0.9202, prior_entropy: 1, ram_hours: 0.0003, recall: 0.9202, relative_absolute_error: 0.2496, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2431, root_relative_squared_error: 0.4861, run_cpu_time: 87.3817,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6875, f_measure: 0.7578, kappa: 0.4057, kb_relative_information_score: 538416, mean_absolute_error: 0.2308, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.758, predictive_accuracy: 0.7694, prior_entropy: 1, ram_hours: 0, recall: 0.7694, relative_absolute_error: 0.4616, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4801, root_relative_squared_error: 0.9603, run_cpu_time: 10.2809,
Jan van Rijn 10 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 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6876, f_measure: 0.6799, kappa: 0.3685, kb_relative_information_score: 319641.29, mean_absolute_error: 0.3446, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.705, predictive_accuracy: 0.6789, prior_entropy: 1, ram_hours: -0.3648, recall: 0.6789, relative_absolute_error: 0.6892, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5535, root_relative_squared_error: 1.107, run_cpu_time: 2008.43,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(glass)
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)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9558, f_measure: 0.887, kappa: 0.777, kb_relative_information_score: 848884.3238, mean_absolute_error: 0.0658, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8861, predictive_accuracy: 0.8889, prior_entropy: 2.3219, ram_hours: 0.0018, recall: 0.8889, relative_absolute_error: 0.2057, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1815, root_relative_squared_error: 0.4537, run_cpu_time: 184.264,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(glass)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: nominal value not declared in header, read Token[build], line 15
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9447, f_measure: 0.8769, kappa: 0.7506, kb_relative_information_score: 410371.4374, mean_absolute_error: 0.3222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8769, predictive_accuracy: 0.877, prior_entropy: 1, ram_hours: 0.0007, recall: 0.877, relative_absolute_error: 0.6444, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3537, root_relative_squared_error: 0.7073, run_cpu_time: 98.7573,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.8107, kappa: -0.0012, kb_relative_information_score: 231613.9962, mean_absolute_error: 0.0757, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8107, predictive_accuracy: 0.8107, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8107, relative_absolute_error: 0.2366, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2752, root_relative_squared_error: 0.6879, run_cpu_time: 1.7068,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(pendigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8659, f_measure: 0.5154, kappa: 0.4623, kb_relative_information_score: 458511.2585, mean_absolute_error: 0.1162, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.5329, predictive_accuracy: 0.5162, prior_entropy: 3.3219, ram_hours: 0.6489, recall: 0.5162, relative_absolute_error: 0.6458, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2435, root_relative_squared_error: 0.8118, run_cpu_time: 6527.14,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9329, f_measure: 0.8778, kappa: 0.7526, kb_relative_information_score: 676065.2711, mean_absolute_error: 0.1727, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8778, predictive_accuracy: 0.8778, prior_entropy: 1, ram_hours: 0, recall: 0.8778, relative_absolute_error: 0.3453, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.309, root_relative_squared_error: 0.6179, run_cpu_time: 15.97,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9462, f_measure: 0.8832, kappa: 0.7636, kb_relative_information_score: 680533.782, mean_absolute_error: 0.1716, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8832, predictive_accuracy: 0.8832, prior_entropy: 1, ram_hours: 0.0006, recall: 0.8832, relative_absolute_error: 0.3432, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2961, root_relative_squared_error: 0.5921, run_cpu_time: 86.1289,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5762, kappa: -0, kb_relative_information_score: 194722.3604, mean_absolute_error: 0.4197, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, ram_hours: 0, recall: 0.6998, relative_absolute_error: 0.8394, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4584, root_relative_squared_error: 0.9167, run_cpu_time: 11.39,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(dermatology)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9783, kappa: 0.9728, kb_relative_information_score: 972225.6098, mean_absolute_error: 0.0106, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9783, predictive_accuracy: 0.9783, prior_entropy: 2.585, ram_hours: 0, recall: 0.9783, relative_absolute_error: 0.0381, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.076, root_relative_squared_error: 0.2039, run_cpu_time: 27.3975,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(dermatology)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1422, kb_relative_information_score: 233563.0104, mean_absolute_error: 0.2319, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0928, predictive_accuracy: 0.3046, prior_entropy: 2.585, ram_hours: 0.0046, recall: 0.3046, relative_absolute_error: 0.8347, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.4814, root_relative_squared_error: 1.2917, run_cpu_time: 92.81,
Jan van Rijn 10 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 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8287, f_measure: 0.7765, kappa: 0.5418, kb_relative_information_score: 419862.4727, mean_absolute_error: 0.3059, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7765, predictive_accuracy: 0.7766, prior_entropy: 1, ram_hours: 0.0163, recall: 0.7766, relative_absolute_error: 0.6118, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4051, root_relative_squared_error: 0.8102, run_cpu_time: 762.9109,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.3338, kappa: 0.0006, kb_relative_information_score: 87877.4844, mean_absolute_error: 0.4442, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.3338, predictive_accuracy: 0.3338, prior_entropy: 1.585, ram_hours: 0, recall: 0.3338, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.6665, root_relative_squared_error: 1.4138, run_cpu_time: 13.1622,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9332, f_measure: 0.8789, kappa: 0.7549, kb_relative_information_score: 680251.1713, mean_absolute_error: 0.1704, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8789, predictive_accuracy: 0.879, prior_entropy: 1, ram_hours: 0, recall: 0.879, relative_absolute_error: 0.3408, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3081, root_relative_squared_error: 0.6163, run_cpu_time: 23.1262,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9458, f_measure: 0.9123, kappa: 0.7292, kb_relative_information_score: 768026.8081, mean_absolute_error: 0.1241, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9118, predictive_accuracy: 0.914, prior_entropy: 1, ram_hours: 0, recall: 0.914, relative_absolute_error: 0.2482, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2572, root_relative_squared_error: 0.5144, run_cpu_time: 27.6058,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9222, f_measure: 0.8808, kappa: 0.6282, kb_relative_information_score: 685852.4264, mean_absolute_error: 0.1669, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8797, predictive_accuracy: 0.8844, prior_entropy: 1, ram_hours: 0, recall: 0.8844, relative_absolute_error: 0.3338, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2917, root_relative_squared_error: 0.5833, run_cpu_time: 7.3631,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9357, f_measure: 0.8641, kappa: 0.725, kb_relative_information_score: 682320.0346, mean_absolute_error: 0.1646, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8642, predictive_accuracy: 0.864, prior_entropy: 1, ram_hours: 0, recall: 0.864, relative_absolute_error: 0.3292, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3204, root_relative_squared_error: 0.6408, run_cpu_time: 12.082,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1005, kb_relative_information_score: 95248.4641, mean_absolute_error: 0.3746, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0629, predictive_accuracy: 0.2507, prior_entropy: 2, ram_hours: 0.0129, recall: 0.2507, relative_absolute_error: 0.999, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.6121, root_relative_squared_error: 1.4135, run_cpu_time: 192.5525,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(pendigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9861, f_measure: 0.8584, kappa: 0.8429, kb_relative_information_score: 822385.3897, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8585, predictive_accuracy: 0.8586, prior_entropy: 3.3219, ram_hours: 0.0045, recall: 0.8586, relative_absolute_error: 0.2843, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1456, root_relative_squared_error: 0.4853, run_cpu_time: 456.55,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.84, f_measure: 0.7977, kappa: 0.5935, kb_relative_information_score: 500189.7023, mean_absolute_error: 0.262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7978, predictive_accuracy: 0.7979, prior_entropy: 1, ram_hours: 0.0005, recall: 0.7979, relative_absolute_error: 0.5241, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.7984, run_cpu_time: 171.92,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7376, f_measure: 0.4131, kappa: 0.252, kb_relative_information_score: 247668.1115, mean_absolute_error: 0.3095, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.463, predictive_accuracy: 0.4416, prior_entropy: 2, ram_hours: 0.0762, recall: 0.4416, relative_absolute_error: 0.8253, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3956, root_relative_squared_error: 0.9135, run_cpu_time: 869.9371,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7179, f_measure: 0.721, kappa: 0.4409, kb_relative_information_score: 449806, mean_absolute_error: 0.2751, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7292, predictive_accuracy: 0.7249, prior_entropy: 1, ram_hours: 0, recall: 0.7249, relative_absolute_error: 0.5502, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5245, root_relative_squared_error: 1.049, run_cpu_time: 19.8457,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8247, f_measure: 0.7452, kappa: 0.4928, kb_relative_information_score: 326813.1473, mean_absolute_error: 0.3517, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7519, predictive_accuracy: 0.7453, prior_entropy: 1, ram_hours: 0.0002, recall: 0.7453, relative_absolute_error: 0.7034, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4135, root_relative_squared_error: 0.827, run_cpu_time: 1175.082,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7564, f_measure: 0.7552, kappa: 0.5126, kb_relative_information_score: 723078.5325, mean_absolute_error: 0.0973, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7533, predictive_accuracy: 0.7572, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7572, relative_absolute_error: 0.3039, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3116, root_relative_squared_error: 0.779, run_cpu_time: 5.773,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5227, f_measure: 0.5345, kappa: 0.0454, kb_relative_information_score: 69540, mean_absolute_error: 0.4652, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5343, predictive_accuracy: 0.5348, prior_entropy: 1, ram_hours: 0, recall: 0.5348, relative_absolute_error: 0.9305, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6821, root_relative_squared_error: 1.3642, run_cpu_time: 12.6091,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7596, f_measure: 0.7683, kappa: 0.5232, kb_relative_information_score: 539170, mean_absolute_error: 0.2304, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7683, predictive_accuracy: 0.7695, prior_entropy: 1, ram_hours: 0, recall: 0.7695, relative_absolute_error: 0.4608, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4798, root_relative_squared_error: 0.9595, run_cpu_time: 29.5523,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9949, f_measure: 0.9206, kappa: 0.8941, kb_relative_information_score: 907393.0931, mean_absolute_error: 0.0301, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9243, predictive_accuracy: 0.9186, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9186, relative_absolute_error: 0.1229, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1303, root_relative_squared_error: 0.3722, run_cpu_time: 31.6542,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6773, f_measure: 0.4715, kappa: 0.3532, kb_relative_information_score: 409670.6004, mean_absolute_error: 0.2875, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.4279, predictive_accuracy: 0.5688, prior_entropy: 1.585, ram_hours: 0, recall: 0.5688, relative_absolute_error: 0.6468, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.5362, root_relative_squared_error: 1.1374, run_cpu_time: 14.1057,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7965, f_measure: 0.7652, kappa: 0.4231, kb_relative_information_score: 432908.7987, mean_absolute_error: 0.2976, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7664, predictive_accuracy: 0.777, prior_entropy: 1, ram_hours: 0, recall: 0.777, relative_absolute_error: 0.5953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4007, root_relative_squared_error: 0.8014, run_cpu_time: 19.0236,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8136, f_measure: 0.5596, kappa: 0.4235, kb_relative_information_score: 405982.3314, mean_absolute_error: 0.2625, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5559, predictive_accuracy: 0.5675, prior_entropy: 2, ram_hours: 0.0011, recall: 0.5675, relative_absolute_error: 0.6999, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3694, root_relative_squared_error: 0.8532, run_cpu_time: 7329.7937,
Jan van Rijn 10 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 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9257, kappa: 0.9022, kb_relative_information_score: 909415.3974, mean_absolute_error: 0.0305, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9269, predictive_accuracy: 0.925, prior_entropy: 2.8074, ram_hours: 0.0008, recall: 0.925, relative_absolute_error: 0.1245, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1253, root_relative_squared_error: 0.3581, run_cpu_time: 191.2787,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.8793, kappa: 0.6412, kb_relative_information_score: 723493.1712, mean_absolute_error: 0.1422, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8828, predictive_accuracy: 0.877, prior_entropy: 1, ram_hours: 0, recall: 0.877, relative_absolute_error: 0.2844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.6148, run_cpu_time: 9.9844,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8796, f_measure: 0.6654, kappa: 0.5665, kb_relative_information_score: 503989.6955, mean_absolute_error: 0.2298, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6612, predictive_accuracy: 0.6749, prior_entropy: 2, ram_hours: 0.0003, recall: 0.6749, relative_absolute_error: 0.6128, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3294, root_relative_squared_error: 0.7608, run_cpu_time: 165.5918,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, f_measure: 0.395, kappa: -0, kb_relative_information_score: 15859.977, mean_absolute_error: 0.4942, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3069, predictive_accuracy: 0.554, prior_entropy: 1, ram_hours: 0, recall: 0.554, relative_absolute_error: 0.9884, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4971, root_relative_squared_error: 0.9942, run_cpu_time: 5.9036,
Jan van Rijn 10 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 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2339, kappa: -0, kb_relative_information_score: 173182.1208, mean_absolute_error: 0.2189, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.2339, predictive_accuracy: 0.2339, prior_entropy: 2.8074, ram_hours: 0, recall: 0.2339, relative_absolute_error: 0.8938, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4679, root_relative_squared_error: 1.337, run_cpu_time: 7.0726,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.1699, kappa: -0.0001, kb_relative_information_score: 100044.7285, mean_absolute_error: 0.3726, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.1416, predictive_accuracy: 0.2547, prior_entropy: 2, ram_hours: 0, recall: 0.2547, relative_absolute_error: 0.9937, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.6104, root_relative_squared_error: 1.4098, run_cpu_time: 7.8779,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9425, f_measure: 0.8781, kappa: 0.7587, kb_relative_information_score: 843289.0453, mean_absolute_error: 0.0662, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8771, predictive_accuracy: 0.8797, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8797, relative_absolute_error: 0.2068, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1914, root_relative_squared_error: 0.4785, run_cpu_time: 19.7135,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7307, f_measure: 0.6826, kappa: 0.2119, kb_relative_information_score: 325489.0648, mean_absolute_error: 0.3501, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6892, predictive_accuracy: 0.7175, prior_entropy: 1, ram_hours: 0.0246, recall: 0.7175, relative_absolute_error: 0.7001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4252, root_relative_squared_error: 0.8503, run_cpu_time: 561.0822,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7241, f_measure: 0.8596, kappa: 0.078, kb_relative_information_score: 255076.6347, mean_absolute_error: 0.0547, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.861, predictive_accuracy: 0.9012, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9012, relative_absolute_error: 0.1709, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1864, root_relative_squared_error: 0.466, run_cpu_time: 63.0897,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -107930, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, ram_hours: 0.0016, recall: 0.446, relative_absolute_error: 1.1079, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7441, root_relative_squared_error: 1.4882, run_cpu_time: 62.0149,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7246, f_measure: 0.6958, kappa: 0.3733, kb_relative_information_score: 337789.0517, mean_absolute_error: 0.3372, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6957, predictive_accuracy: 0.6984, prior_entropy: 1, ram_hours: 0, recall: 0.6984, relative_absolute_error: 0.6744, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4836, root_relative_squared_error: 0.9673, run_cpu_time: 13.7047,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9325, f_measure: 0.8723, kappa: 0.8091, kb_relative_information_score: 547909.2597, mean_absolute_error: 0.2519, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.8726, predictive_accuracy: 0.8727, prior_entropy: 1.585, ram_hours: 0, recall: 0.8727, relative_absolute_error: 0.5668, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3216, root_relative_squared_error: 0.6822, run_cpu_time: 17.6759,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7337, f_measure: 0.6771, kappa: 0.201, kb_relative_information_score: 343787.6615, mean_absolute_error: 0.34, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7105, predictive_accuracy: 0.7287, prior_entropy: 1, ram_hours: 0, recall: 0.7287, relative_absolute_error: 0.6799, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4249, root_relative_squared_error: 0.8497, run_cpu_time: 370.5979,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.854, f_measure: 0.7814, kappa: 0.5526, kb_relative_information_score: 491260.5088, mean_absolute_error: 0.2626, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7819, predictive_accuracy: 0.7811, prior_entropy: 1, ram_hours: 0, recall: 0.7811, relative_absolute_error: 0.5253, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3962, root_relative_squared_error: 0.7924, run_cpu_time: 25.8125,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(dermatology)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9463, f_measure: 0.7217, kappa: 0.6715, kb_relative_information_score: 691440.7921, mean_absolute_error: 0.1096, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7434, predictive_accuracy: 0.7427, prior_entropy: 2.585, ram_hours: 0.0093, recall: 0.7427, relative_absolute_error: 0.3947, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.238, root_relative_squared_error: 0.6385, run_cpu_time: 345.2339,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(heart-c)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9426, f_measure: 0.8663, kappa: 0.7355, kb_relative_information_score: 840737.7791, mean_absolute_error: 0.0648, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8653, predictive_accuracy: 0.868, prior_entropy: 2.3219, ram_hours: 0, recall: 0.868, relative_absolute_error: 0.2024, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1991, root_relative_squared_error: 0.4977, run_cpu_time: 19.5818,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.85, kb_relative_information_score: 261004.7496, mean_absolute_error: 0.0407, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8067, predictive_accuracy: 0.8981, prior_entropy: 2.3219, ram_hours: 0.0005, recall: 0.8981, relative_absolute_error: 0.1273, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.5046, run_cpu_time: 26.6212,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9632, f_measure: 0.872, kappa: 0.8088, kb_relative_information_score: 789238.1304, mean_absolute_error: 0.1107, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.8725, predictive_accuracy: 0.8725, prior_entropy: 1.585, ram_hours: 0, recall: 0.8725, relative_absolute_error: 0.2491, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.2551, root_relative_squared_error: 0.5411, run_cpu_time: 42.3145,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, ram_hours: 0, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886, run_cpu_time: 6.0748,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9344, f_measure: 0.8798, kappa: 0.7563, kb_relative_information_score: 681500.6066, mean_absolute_error: 0.1698, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8798, predictive_accuracy: 0.88, prior_entropy: 1, ram_hours: 0, recall: 0.88, relative_absolute_error: 0.3396, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3056, root_relative_squared_error: 0.6112, run_cpu_time: 12.4287,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9892, f_measure: 0.9173, kappa: 0.891, kb_relative_information_score: 905614.3096, mean_absolute_error: 0.03, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9187, predictive_accuracy: 0.9164, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9164, relative_absolute_error: 0.1225, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1342, root_relative_squared_error: 0.3835, run_cpu_time: 40.4474,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9276, f_measure: 0.8586, kappa: 0.714, kb_relative_information_score: 502818.9844, mean_absolute_error: 0.2706, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8587, predictive_accuracy: 0.8585, prior_entropy: 1, ram_hours: 0.057, recall: 0.8585, relative_absolute_error: 0.5413, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3358, root_relative_squared_error: 0.6715, run_cpu_time: 758.87,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7851, f_measure: 0.7869, kappa: 0.5716, kb_relative_information_score: 575060, mean_absolute_error: 0.2125, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7876, predictive_accuracy: 0.7875, prior_entropy: 1, ram_hours: 0, recall: 0.7875, relative_absolute_error: 0.4249, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4607, root_relative_squared_error: 0.9213, run_cpu_time: 26.05,
Jan van Rijn 10 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 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(zoo)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2252, kb_relative_information_score: 348696.3873, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1572, predictive_accuracy: 0.3965, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3965, relative_absolute_error: 0.7041, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4152, root_relative_squared_error: 1.1867, run_cpu_time: 8.72,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9181, f_measure: 0.8443, kappa: 0.6836, kb_relative_information_score: 599926.0136, mean_absolute_error: 0.21, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8464, predictive_accuracy: 0.8453, prior_entropy: 1, ram_hours: 0.001, recall: 0.8453, relative_absolute_error: 0.4201, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3333, root_relative_squared_error: 0.6666, run_cpu_time: 7194.53,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.938, f_measure: 0.8668, kappa: 0.7306, kb_relative_information_score: 695795.8934, mean_absolute_error: 0.1569, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8671, predictive_accuracy: 0.8667, prior_entropy: 1, ram_hours: 0, recall: 0.8667, relative_absolute_error: 0.3138, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3192, root_relative_squared_error: 0.6384, run_cpu_time: 10.39,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9116, f_measure: 0.8438, kappa: 0.6835, kb_relative_information_score: 576304.0825, mean_absolute_error: 0.2251, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8438, predictive_accuracy: 0.8439, prior_entropy: 1, ram_hours: 0, recall: 0.8439, relative_absolute_error: 0.4503, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3402, root_relative_squared_error: 0.6804, run_cpu_time: 8.311,
Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, f_measure: 0.7003, kappa: -0, kb_relative_information_score: 387560.3176, mean_absolute_error: 0.3295, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6276, predictive_accuracy: 0.7922, prior_entropy: 1, ram_hours: 0, recall: 0.7922, relative_absolute_error: 0.659, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4057, root_relative_squared_error: 0.8115, run_cpu_time: 7.6337,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(page-blocks)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8515, f_measure: 0.873, kappa: 0.1926, kb_relative_information_score: 235104.0769, mean_absolute_error: 0.096, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8688, predictive_accuracy: 0.9063, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9063, relative_absolute_error: 0.3001, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1807, root_relative_squared_error: 0.4517, run_cpu_time: 19.8156,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(glass)
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.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vehicle)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8594, f_measure: 0.6483, kappa: 0.5473, kb_relative_information_score: 534412.3039, mean_absolute_error: 0.2105, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.646, predictive_accuracy: 0.6604, prior_entropy: 2, ram_hours: 0, recall: 0.6604, relative_absolute_error: 0.5614, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3422, root_relative_squared_error: 0.7902, run_cpu_time: 24.51,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(sonar)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8964, f_measure: 0.8235, kappa: 0.6452, kb_relative_information_score: 502851.9, mean_absolute_error: 0.2662, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8238, predictive_accuracy: 0.8238, prior_entropy: 1, ram_hours: 0.0057, recall: 0.8238, relative_absolute_error: 0.5323, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3566, root_relative_squared_error: 0.7133, run_cpu_time: 315.6671,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7342, f_measure: 0.8335, kappa: 0.4856, kb_relative_information_score: 673250, mean_absolute_error: 0.1634, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8313, predictive_accuracy: 0.8366, prior_entropy: 1, ram_hours: 0, recall: 0.8366, relative_absolute_error: 0.3268, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4042, root_relative_squared_error: 0.8084, run_cpu_time: 5.824,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(cylinder-bands)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6876, f_measure: 0.6799, kappa: 0.3685, kb_relative_information_score: 319641.29, mean_absolute_error: 0.3446, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.705, predictive_accuracy: 0.6789, prior_entropy: 1, ram_hours: -0.2805, recall: 0.6789, relative_absolute_error: 0.6892, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5535, root_relative_squared_error: 1.107, run_cpu_time: 1648.06,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0715, kb_relative_information_score: -583792, mean_absolute_error: 0.7919, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0432, predictive_accuracy: 0.2078, prior_entropy: 1, ram_hours: 0.0024, recall: 0.2078, relative_absolute_error: 1.5838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7795, run_cpu_time: 74.69,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7913, f_measure: 0.764, kappa: 0.4207, kb_relative_information_score: 428162.2081, mean_absolute_error: 0.3, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7647, predictive_accuracy: 0.7754, prior_entropy: 1, ram_hours: 0, recall: 0.7754, relative_absolute_error: 0.5999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4029, root_relative_squared_error: 0.8057, run_cpu_time: 26.1807,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(hepatitis)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9599, f_measure: 0.9184, kappa: 0.7469, kb_relative_information_score: 769852.2211, mean_absolute_error: 0.1246, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9181, predictive_accuracy: 0.9202, prior_entropy: 1, ram_hours: 0.0003, recall: 0.9202, relative_absolute_error: 0.2493, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.243, root_relative_squared_error: 0.486, run_cpu_time: 93.93,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(heart-statlog)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9253, f_measure: 0.8527, kappa: 0.7018, kb_relative_information_score: 509658.7273, mean_absolute_error: 0.2647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8528, predictive_accuracy: 0.8526, prior_entropy: 1, ram_hours: 0.0683, recall: 0.8526, relative_absolute_error: 0.5294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3368, root_relative_squared_error: 0.6736, run_cpu_time: 1113.1332,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(dermatology)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9853, kappa: 0.9816, kb_relative_information_score: 976141.7923, mean_absolute_error: 0.0102, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9853, predictive_accuracy: 0.9853, prior_entropy: 2.585, ram_hours: 0.0023, recall: 0.9853, relative_absolute_error: 0.0369, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.063, root_relative_squared_error: 0.1691, run_cpu_time: 256.1447,