OpenML

Jan van Rijn 10 years ago
ran flow weka.REPTree(1) on task Learning Curve on data set ionosphere

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9036, f_measure: 0.8928, kappa: 0.7659, kb_relative_information_score: 0.6817, mean_absolute_error: 0.1549, mean_prior_absolute_error: 0.4604, number_of_instances: 3510, precision: 0.8928, predictive_accuracy: 0.8934, prior_entropy: 0.9418, recall: 0.8934, relative_absolute_error: 0.3365, root_mean_prior_squared_error: 0.4797, root_mean_squared_error: 0.3, root_relative_squared_error: 0.6254, scimark_benchmark: 880.9846,

Jan van Rijn 10 years ago
ran flow weka.J48(1) on task Learning Curve on data set hayes-roth_test

0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Prediction count does not match: Repeat 0 fold 0 sample 0 expected predictions with row id's [18, 21, 23] , but got predictions with row id's [20, 21, 27]

Jan van Rijn 10 years ago
ran flow weka.J48(1) on task Learning Curve on data set sonar

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7372, f_measure: 0.7212, kappa: 0.4398, kb_relative_information_score: 0.4384, mean_absolute_error: 0.2794, mean_prior_absolute_error: 0.4978, number_of_instances: 2080, precision: 0.7212, predictive_accuracy: 0.7212, prior_entropy: 0.9967, recall: 0.7212, relative_absolute_error: 0.5613, root_mean_prior_squared_error: 0.4989, root_mean_squared_error: 0.5131, root_relative_squared_error: 1.0284, scimark_benchmark: 880.2104,

Jan van Rijn 10 years ago
ran flow weka.BayesNet_K2(1) on task Learning Curve on data set postoperative-patient-data

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3947, f_measure: 0.5715, kappa: -0.0598, kb_relative_information_score: -0.0803, mean_absolute_error: 0.296, mean_prior_absolute_error: 0.2871, number_of_instances: 900, precision: 0.5067, predictive_accuracy: 0.6611, prior_entropy: 0.983, recall: 0.6611, relative_absolute_error: 1.031, root_mean_prior_squared_error: 0.3755, root_mean_squared_error: 0.4085, root_relative_squared_error: 1.0878, scimark_benchmark: 879.3491,

Jan van Rijn 10 years ago
ran flow weka.DecisionStump(1) on task Learning Curve on data set dermatology

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7718, kappa: 0.3397, kb_relative_information_score: 0.368, mean_absolute_error: 0.2033, mean_prior_absolute_error: 0.2664, number_of_instances: 3660, predictive_accuracy: 0.5027, prior_entropy: 2.4327, recall: 0.5027, relative_absolute_error: 0.763, root_mean_prior_squared_error: 0.3649, root_mean_squared_error: 0.319, root_relative_squared_error: 0.8742, scimark_benchmark: 878.6292,

Jan van Rijn 10 years ago
ran flow weka.NaiveBayes(1) on task Learning Curve on data set breast-cancer

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7022, f_measure: 0.7158, kappa: 0.3017, kb_relative_information_score: 0.197, mean_absolute_error: 0.3258, mean_prior_absolute_error: 0.4183, number_of_instances: 2860, precision: 0.7117, predictive_accuracy: 0.7262, prior_entropy: 0.8779, recall: 0.7262, relative_absolute_error: 0.7788, root_mean_prior_squared_error: 0.457, root_mean_squared_error: 0.4539, root_relative_squared_error: 0.9932, scimark_benchmark: 883.49,

Jan van Rijn 10 years ago
ran flow weka.NaiveBayes(1) on task Learning Curve on data set anneal

0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Associated dataset does not have quality (default evaluation engine): NumberOfInstances

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(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(optdigits)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.9507, kappa: 0.9452, kb_relative_information_score: 936003.8451, mean_absolute_error: 0.0187, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9509, predictive_accuracy: 0.9507, prior_entropy: 3.3219, ram_hours: 0.0216, recall: 0.9507, relative_absolute_error: 0.1041, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.088, root_relative_squared_error: 0.2935, run_cpu_time: 948.84,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(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: 0.9517, f_measure: 0.8769, kappa: 0.6914, kb_relative_information_score: 856659.9792, mean_absolute_error: 0.0562, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8762, predictive_accuracy: 0.8788, prior_entropy: 2.585, ram_hours: 0.0086, recall: 0.8788, relative_absolute_error: 0.2023, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.4517, run_cpu_time: 380.25,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(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: 0.9303, f_measure: 0.8689, kappa: 0.7349, kb_relative_information_score: 662720.6446, mean_absolute_error: 0.1781, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8692, predictive_accuracy: 0.8687, prior_entropy: 1, ram_hours: 0, recall: 0.8687, relative_absolute_error: 0.3563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3162, root_relative_squared_error: 0.6325, run_cpu_time: 8.77,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9139, kappa: 0.9057, kb_relative_information_score: 919071.8745, mean_absolute_error: 0.014, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.9173, predictive_accuracy: 0.9138, prior_entropy: 4.2479, ram_hours: 0.0099, recall: 0.9138, relative_absolute_error: 0.1407, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0817, root_relative_squared_error: 0.3659, run_cpu_time: 911.95,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8162, f_measure: 0.853, kappa: 0.6742, kb_relative_information_score: 718680, mean_absolute_error: 0.1407, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.868, predictive_accuracy: 0.8593, prior_entropy: 1, ram_hours: 0, recall: 0.8593, relative_absolute_error: 0.2813, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.375, root_relative_squared_error: 0.7501, run_cpu_time: 14.2,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9835, f_measure: 0.8721, kappa: 0.8504, kb_relative_information_score: 847394.7015, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8732, predictive_accuracy: 0.8718, prior_entropy: 2.8074, ram_hours: 0.0016, recall: 0.8718, relative_absolute_error: 0.2097, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1612, root_relative_squared_error: 0.4605, run_cpu_time: 196.84,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9669, kappa: 0.9585, kb_relative_information_score: 926084.0625, mean_absolute_error: 0.0337, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9679, predictive_accuracy: 0.9668, prior_entropy: 2.585, ram_hours: 0.0027, recall: 0.9668, relative_absolute_error: 0.1214, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.106, root_relative_squared_error: 0.2845, run_cpu_time: 14311.08,

Jan van Rijn 10 years ago
ran flow moa.kNN(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: 0.8589, f_measure: 0.8878, kappa: 0.3665, kb_relative_information_score: 257901.0182, mean_absolute_error: 0.0516, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8776, predictive_accuracy: 0.9078, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9078, relative_absolute_error: 0.1614, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1678, root_relative_squared_error: 0.4196, run_cpu_time: 82.08,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7954, f_measure: 0.8899, kappa: 0.6521, kb_relative_information_score: 791580, mean_absolute_error: 0.1042, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.892, predictive_accuracy: 0.8958, prior_entropy: 1, ram_hours: 0, recall: 0.8958, relative_absolute_error: 0.2084, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3228, root_relative_squared_error: 0.6456, run_cpu_time: 7.12,

Jan van Rijn 10 years ago
ran flow moa.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: 0.9578, f_measure: 0.9216, kappa: 0.7593, kb_relative_information_score: 790500.9976, mean_absolute_error: 0.112, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9211, predictive_accuracy: 0.9228, prior_entropy: 1, ram_hours: 0, recall: 0.9228, relative_absolute_error: 0.2239, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2419, root_relative_squared_error: 0.4838, run_cpu_time: 13.68,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5013, f_measure: 0.8855, kappa: 0.0026, kb_relative_information_score: 906507.8608, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8549, predictive_accuracy: 0.9226, prior_entropy: 2, ram_hours: 0, recall: 0.9226, relative_absolute_error: 0.1032, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1968, root_relative_squared_error: 0.4544, run_cpu_time: 8.96,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.96, f_measure: 0.8974, kappa: 0.7939, kb_relative_information_score: 668167.6141, mean_absolute_error: 0.1818, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8975, predictive_accuracy: 0.8975, prior_entropy: 1, ram_hours: 0.0638, recall: 0.8975, relative_absolute_error: 0.3635, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2784, root_relative_squared_error: 0.5568, run_cpu_time: 904.81,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9071, f_measure: 0.8287, kappa: 0.6144, kb_relative_information_score: 566410.3234, mean_absolute_error: 0.2271, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8281, predictive_accuracy: 0.8298, prior_entropy: 1, ram_hours: 0, recall: 0.8298, relative_absolute_error: 0.4541, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3415, root_relative_squared_error: 0.6829, run_cpu_time: 12.66,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9809, f_measure: 0.9391, kappa: 0.8782, kb_relative_information_score: 836566.9148, mean_absolute_error: 0.0877, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9391, predictive_accuracy: 0.9391, prior_entropy: 1, ram_hours: 0, recall: 0.9391, relative_absolute_error: 0.1753, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2176, root_relative_squared_error: 0.4351, run_cpu_time: 20.69,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9122, f_measure: 0.9132, kappa: 0.8261, kb_relative_information_score: 826708, mean_absolute_error: 0.0866, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9144, predictive_accuracy: 0.9134, prior_entropy: 1, ram_hours: 0, recall: 0.9134, relative_absolute_error: 0.1733, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2944, root_relative_squared_error: 0.5887, run_cpu_time: 6.24,

Jan van Rijn 10 years ago
ran flow moa.kNN(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: 0.9178, f_measure: 0.8405, kappa: 0.6567, kb_relative_information_score: 798139.691, mean_absolute_error: 0.0896, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8412, predictive_accuracy: 0.8458, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8458, relative_absolute_error: 0.2799, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2103, root_relative_squared_error: 0.5257, run_cpu_time: 293.84,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.989, kappa: 0.9779, kb_relative_information_score: 972504.346, mean_absolute_error: 0.0146, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.989, predictive_accuracy: 0.989, prior_entropy: 1, ram_hours: 0, recall: 0.989, relative_absolute_error: 0.0293, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0944, root_relative_squared_error: 0.1889, run_cpu_time: 14.19,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(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: 0.9479, f_measure: 0.8758, kappa: 0.7485, kb_relative_information_score: 687273.6672, mean_absolute_error: 0.1645, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8758, predictive_accuracy: 0.8758, prior_entropy: 1, ram_hours: 0, recall: 0.8758, relative_absolute_error: 0.329, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2998, root_relative_squared_error: 0.5995, run_cpu_time: 9.44,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(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: 0.9444, f_measure: 0.8835, kappa: 0.7646, kb_relative_information_score: 684874.4535, mean_absolute_error: 0.1684, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8841, predictive_accuracy: 0.8833, prior_entropy: 1, ram_hours: 0, recall: 0.8833, relative_absolute_error: 0.3367, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2963, root_relative_squared_error: 0.5926, run_cpu_time: 14.56,

Jan van Rijn 10 years ago
ran flow moa.SGD(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: 0.8606, f_measure: 0.8623, kappa: 0.7213, kb_relative_information_score: 724648, mean_absolute_error: 0.1377, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8623, predictive_accuracy: 0.8623, prior_entropy: 1, ram_hours: 0, recall: 0.8623, relative_absolute_error: 0.2754, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.371, root_relative_squared_error: 0.7421, run_cpu_time: 6.94,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(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: 0.87, f_measure: 0.8808, kappa: 0.2682, kb_relative_information_score: 259849.3198, mean_absolute_error: 0.0506, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8817, predictive_accuracy: 0.9074, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9074, relative_absolute_error: 0.1582, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1609, root_relative_squared_error: 0.4023, run_cpu_time: 4.5,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9584, f_measure: 0.8429, kappa: 0.7656, kb_relative_information_score: 710174.5099, mean_absolute_error: 0.1559, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.8435, predictive_accuracy: 0.8437, prior_entropy: 1.585, ram_hours: 0.0123, recall: 0.8437, relative_absolute_error: 0.3507, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.273, root_relative_squared_error: 0.5792, run_cpu_time: 430.69,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(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: 0.9431, f_measure: 0.8655, kappa: 0.7326, kb_relative_information_score: 835615.5249, mean_absolute_error: 0.0689, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8649, predictive_accuracy: 0.8663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8663, relative_absolute_error: 0.2153, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1972, root_relative_squared_error: 0.493, run_cpu_time: 18.97,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8574, f_measure: 0.4308, kappa: 0.3779, kb_relative_information_score: 397359.4313, mean_absolute_error: 0.1286, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.4299, predictive_accuracy: 0.4344, prior_entropy: 3.4594, ram_hours: 0, recall: 0.4344, relative_absolute_error: 0.7782, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2533, root_relative_squared_error: 0.8811, run_cpu_time: 23.9,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8662, f_measure: 0.9196, kappa: 0.1492, kb_relative_information_score: 828600.0126, mean_absolute_error: 0.0927, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9199, predictive_accuracy: 0.9398, prior_entropy: 1, ram_hours: 0, recall: 0.9398, relative_absolute_error: 0.1855, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2178, root_relative_squared_error: 0.4357, run_cpu_time: 17.04,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9555, f_measure: 0.8513, kappa: 0.6703, kb_relative_information_score: 669720.5567, mean_absolute_error: 0.1695, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8716, predictive_accuracy: 0.8588, prior_entropy: 1, ram_hours: 0.0001, recall: 0.8588, relative_absolute_error: 0.339, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.32, root_relative_squared_error: 0.6399, run_cpu_time: 720.26,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9457, f_measure: 0.8946, kappa: 0.7732, kb_relative_information_score: 719490.4033, mean_absolute_error: 0.1501, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8945, predictive_accuracy: 0.895, prior_entropy: 1, ram_hours: 0, recall: 0.895, relative_absolute_error: 0.3002, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2845, root_relative_squared_error: 0.569, run_cpu_time: 20.07,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.969, f_measure: 0.8053, kappa: 0.7856, kb_relative_information_score: 803277.6136, mean_absolute_error: 0.0434, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8126, predictive_accuracy: 0.807, prior_entropy: 3.3219, ram_hours: 0, recall: 0.807, relative_absolute_error: 0.2411, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.176, root_relative_squared_error: 0.5865, run_cpu_time: 37.94,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9806, f_measure: 0.814, kappa: 0.8033, kb_relative_information_score: 840221.5388, mean_absolute_error: 0.0278, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.8491, predictive_accuracy: 0.8222, prior_entropy: 4.2479, ram_hours: 0.0001, recall: 0.8222, relative_absolute_error: 0.2785, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1148, root_relative_squared_error: 0.5143, run_cpu_time: 638.65,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.9861, f_measure: 0.8877, kappa: 0.8562, kb_relative_information_score: 858535.6084, mean_absolute_error: 0.0473, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8864, predictive_accuracy: 0.8899, prior_entropy: 2.8074, ram_hours: 0.001, recall: 0.8899, relative_absolute_error: 0.1933, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1546, root_relative_squared_error: 0.4419, run_cpu_time: 352.83,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.7811, f_measure: 0.7004, kappa: 0.3843, kb_relative_information_score: 251712.4216, mean_absolute_error: 0.3881, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7136, predictive_accuracy: 0.7112, prior_entropy: 1, ram_hours: 0.0029, recall: 0.7112, relative_absolute_error: 0.7761, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4367, root_relative_squared_error: 0.8734, run_cpu_time: 13611.53,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9209, f_measure: 0.8573, kappa: 0.6935, kb_relative_information_score: 664409.5483, mean_absolute_error: 0.1742, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8571, predictive_accuracy: 0.8576, prior_entropy: 1, ram_hours: 0, recall: 0.8576, relative_absolute_error: 0.3484, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3265, root_relative_squared_error: 0.653, run_cpu_time: 13.22,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.944, f_measure: 0.8092, kappa: 0.7242, kb_relative_information_score: 721391.4545, mean_absolute_error: 0.1414, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.8291, predictive_accuracy: 0.816, prior_entropy: 1.585, ram_hours: 0, recall: 0.816, relative_absolute_error: 0.3181, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3093, root_relative_squared_error: 0.6561, run_cpu_time: 24.66,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6517, f_measure: 0.8854, kappa: 0.0001, kb_relative_information_score: 860722.7951, mean_absolute_error: 0.0684, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.862, predictive_accuracy: 0.9226, prior_entropy: 2, ram_hours: 0, recall: 0.9226, relative_absolute_error: 0.1825, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1902, root_relative_squared_error: 0.4392, run_cpu_time: 486.22,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(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: 0.9568, f_measure: 0.8909, kappa: 0.7789, kb_relative_information_score: 703955.0604, mean_absolute_error: 0.1578, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8909, predictive_accuracy: 0.891, prior_entropy: 1, ram_hours: 0.0045, recall: 0.891, relative_absolute_error: 0.3156, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2827, root_relative_squared_error: 0.5654, run_cpu_time: 245.72,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7865, f_measure: 0.5209, kappa: 0.383, kb_relative_information_score: 409719.0943, mean_absolute_error: 0.26, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5678, predictive_accuracy: 0.5346, prior_entropy: 2, ram_hours: 0, recall: 0.5346, relative_absolute_error: 0.6933, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4228, root_relative_squared_error: 0.9764, run_cpu_time: 17.7,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.9423, f_measure: 0.8711, kappa: 0.7242, kb_relative_information_score: 834687.3569, mean_absolute_error: 0.072, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8702, predictive_accuracy: 0.8727, prior_entropy: 2.3219, ram_hours: 0.0019, recall: 0.8727, relative_absolute_error: 0.2249, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1918, root_relative_squared_error: 0.4794, run_cpu_time: 184.4,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.9622, f_measure: 0.7465, kappa: 0.7205, kb_relative_information_score: 757164.0807, mean_absolute_error: 0.0616, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7449, predictive_accuracy: 0.7485, prior_entropy: 3.3219, ram_hours: 0.0004, recall: 0.7485, relative_absolute_error: 0.342, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.185, root_relative_squared_error: 0.6167, run_cpu_time: 666.65,

Jan van Rijn 10 years ago
ran flow moa.SGD(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: 0.651, f_measure: 0.7366, kappa: 0.3471, kb_relative_information_score: 522446, mean_absolute_error: 0.2388, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7493, predictive_accuracy: 0.7612, prior_entropy: 1, ram_hours: 0, recall: 0.7612, relative_absolute_error: 0.4776, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4886, root_relative_squared_error: 0.9773, run_cpu_time: 9.12,

Jan van Rijn 10 years ago
ran flow moa.SGD(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: 0.5069, f_measure: 0.8516, kappa: 0.0166, kb_relative_information_score: 261117.4756, mean_absolute_error: 0.0406, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8235, predictive_accuracy: 0.8985, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8985, relative_absolute_error: 0.1269, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2015, root_relative_squared_error: 0.5038, run_cpu_time: 1.71,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9776, f_measure: 0.813, kappa: 0.7949, kb_relative_information_score: 807778.2112, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8259, predictive_accuracy: 0.8154, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8154, relative_absolute_error: 0.2847, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1592, root_relative_squared_error: 0.5306, run_cpu_time: 345.72,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.9044, f_measure: 0.6948, kappa: 0.6007, kb_relative_information_score: 564386.5411, mean_absolute_error: 0.1973, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6955, predictive_accuracy: 0.7003, prior_entropy: 2, ram_hours: 0.0028, recall: 0.7003, relative_absolute_error: 0.5262, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3139, root_relative_squared_error: 0.725, run_cpu_time: 217.33,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.9641, kappa: 0.9281, kb_relative_information_score: 911406.9267, mean_absolute_error: 0.0462, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9641, predictive_accuracy: 0.9641, prior_entropy: 1, ram_hours: 0, recall: 0.9641, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.158, root_relative_squared_error: 0.316, run_cpu_time: 419.75,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6643, f_measure: 0.5947, kappa: 0.1905, kb_relative_information_score: 191289.9374, mean_absolute_error: 0.4114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.6652, prior_entropy: 1, ram_hours: 0, recall: 0.6652, relative_absolute_error: 0.8228, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4531, root_relative_squared_error: 0.9062, run_cpu_time: 25.81,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8365, f_measure: 0.5856, kappa: 0.4546, kb_relative_information_score: 426984.3125, mean_absolute_error: 0.2523, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5859, predictive_accuracy: 0.5906, prior_entropy: 2, ram_hours: 0, recall: 0.5906, relative_absolute_error: 0.6729, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3594, root_relative_squared_error: 0.8299, run_cpu_time: 353.57,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.7807, f_measure: 0.8954, kappa: 0.111, kb_relative_information_score: 868768.5866, mean_absolute_error: 0.0644, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9261, prior_entropy: 2, ram_hours: 0.0035, recall: 0.9261, relative_absolute_error: 0.1716, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1802, root_relative_squared_error: 0.4161, run_cpu_time: 271.88,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6815, f_measure: 0.3673, kappa: 0.3295, kb_relative_information_score: 415368.8163, mean_absolute_error: 0.1769, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3428, predictive_accuracy: 0.4694, prior_entropy: 2.585, ram_hours: 0, recall: 0.4694, relative_absolute_error: 0.6368, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.4206, root_relative_squared_error: 1.1285, run_cpu_time: 8.98,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(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: 0.814, f_measure: 0.7752, kappa: 0.4507, kb_relative_information_score: 443363.111, mean_absolute_error: 0.2927, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7747, predictive_accuracy: 0.7838, prior_entropy: 1, ram_hours: 0, recall: 0.7838, relative_absolute_error: 0.5854, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.391, root_relative_squared_error: 0.782, run_cpu_time: 17.44,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9864, f_measure: 0.9436, kappa: 0.8872, kb_relative_information_score: 831777.5991, mean_absolute_error: 0.0916, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9437, predictive_accuracy: 0.9436, prior_entropy: 1, ram_hours: 0.0245, recall: 0.9436, relative_absolute_error: 0.1833, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2055, root_relative_squared_error: 0.4109, run_cpu_time: 536.58,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.8864, f_measure: 0.9055, kappa: 0.4956, kb_relative_information_score: 260960.0514, mean_absolute_error: 0.0481, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.9051, predictive_accuracy: 0.9187, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9187, relative_absolute_error: 0.1503, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.157, root_relative_squared_error: 0.3925, run_cpu_time: 39.58,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5762, f_measure: 0.5138, kappa: 0.0688, kb_relative_information_score: 104754.8957, mean_absolute_error: 0.4544, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6744, predictive_accuracy: 0.6256, prior_entropy: 1, ram_hours: 0.0002, recall: 0.6256, relative_absolute_error: 0.9087, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4768, root_relative_squared_error: 0.9535, run_cpu_time: 1097.17,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9861, kappa: 0.9826, kb_relative_information_score: 982858.4788, mean_absolute_error: 0.0067, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9861, predictive_accuracy: 0.9861, prior_entropy: 2.585, ram_hours: 0, recall: 0.9861, relative_absolute_error: 0.0242, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.059, root_relative_squared_error: 0.1584, run_cpu_time: 30.48,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9558, f_measure: 0.8494, kappa: 0.6661, kb_relative_information_score: 669741.6098, mean_absolute_error: 0.1695, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8706, predictive_accuracy: 0.8572, prior_entropy: 1, ram_hours: 0.0027, recall: 0.8572, relative_absolute_error: 0.339, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3199, root_relative_squared_error: 0.6398, run_cpu_time: 14073.8,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9692, kappa: 0.9352, kb_relative_information_score: 119382.4989, mean_absolute_error: 0.0486, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.9693, predictive_accuracy: 0.9692, prior_entropy: 1, ram_hours: 0, recall: 0.9692, relative_absolute_error: 0.0973, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1553, root_relative_squared_error: 0.3106, run_cpu_time: 17.61,

Jan van Rijn 10 years ago
ran flow moa.SGD(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: 0.8334, f_measure: 0.8483, kappa: 0.676, kb_relative_information_score: 831103.3691, mean_absolute_error: 0.0593, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.846, predictive_accuracy: 0.8517, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8517, relative_absolute_error: 0.1854, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2436, root_relative_squared_error: 0.609, run_cpu_time: 6.67,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9905, f_measure: 0.8906, kappa: 0.8788, kb_relative_information_score: 842266.0591, mean_absolute_error: 0.0472, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8982, predictive_accuracy: 0.891, prior_entropy: 3.3219, ram_hours: 0.0002, recall: 0.891, relative_absolute_error: 0.2625, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1355, root_relative_squared_error: 0.4517, run_cpu_time: 1320.42,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(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: 0.7, f_measure: 0.6893, kappa: 0.3686, kb_relative_information_score: 338119.7022, mean_absolute_error: 0.3352, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.693, predictive_accuracy: 0.6879, prior_entropy: 1, ram_hours: 0.3464, recall: 0.6879, relative_absolute_error: 0.6704, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5252, root_relative_squared_error: 1.0505, run_cpu_time: 1129.22,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.989, f_measure: 0.9055, kappa: 0.8949, kb_relative_information_score: 901768.0467, mean_absolute_error: 0.0226, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9061, predictive_accuracy: 0.9054, prior_entropy: 3.3219, ram_hours: 0, recall: 0.9054, relative_absolute_error: 0.1254, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1237, root_relative_squared_error: 0.4123, run_cpu_time: 93.97,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8671, f_measure: 0.867, kappa: 0.7342, kb_relative_information_score: 734172, mean_absolute_error: 0.1329, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8677, predictive_accuracy: 0.8671, prior_entropy: 1, ram_hours: 0, recall: 0.8671, relative_absolute_error: 0.2658, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3646, root_relative_squared_error: 0.7291, run_cpu_time: 9.99,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.992, f_measure: 0.9024, kappa: 0.8928, kb_relative_information_score: 909846.0315, mean_absolute_error: 0.0116, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.91, predictive_accuracy: 0.9019, prior_entropy: 4.2479, ram_hours: 0, recall: 0.9019, relative_absolute_error: 0.1164, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.092, root_relative_squared_error: 0.4121, run_cpu_time: 90.44,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9807, f_measure: 0.9461, kappa: 0.8831, kb_relative_information_score: 858528.8436, mean_absolute_error: 0.0758, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9462, predictive_accuracy: 0.9461, prior_entropy: 1, ram_hours: 0, recall: 0.9461, relative_absolute_error: 0.1515, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.21, root_relative_squared_error: 0.4199, run_cpu_time: 23.3,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9349, kappa: 0.9137, kb_relative_information_score: 924069.1998, mean_absolute_error: 0.025, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9366, predictive_accuracy: 0.9338, prior_entropy: 2.8074, ram_hours: 0, recall: 0.9338, relative_absolute_error: 0.102, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1185, root_relative_squared_error: 0.3387, run_cpu_time: 30.47,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.935, f_measure: 0.9379, kappa: 0.8691, kb_relative_information_score: 114782, mean_absolute_error: 0.0621, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.9379, predictive_accuracy: 0.9379, prior_entropy: 1, ram_hours: 0, recall: 0.9379, relative_absolute_error: 0.1243, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2493, root_relative_squared_error: 0.4986, run_cpu_time: 0.65,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9709, kappa: 0.9677, kb_relative_information_score: 960587.2848, mean_absolute_error: 0.012, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9709, predictive_accuracy: 0.9709, prior_entropy: 3.3219, ram_hours: 0.0229, recall: 0.9709, relative_absolute_error: 0.0664, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0689, root_relative_squared_error: 0.2296, run_cpu_time: 1000.58,

Jan van Rijn 10 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9026, f_measure: 0.7547, kappa: 0.6315, kb_relative_information_score: 467129.1126, mean_absolute_error: 0.2788, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.7551, predictive_accuracy: 0.7544, prior_entropy: 1.585, ram_hours: 0.0001, recall: 0.7544, relative_absolute_error: 0.6272, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3512, root_relative_squared_error: 0.7451, run_cpu_time: 845.29,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8355, f_measure: 0.7831, kappa: 0.5085, kb_relative_information_score: 507641.6161, mean_absolute_error: 0.2537, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7822, predictive_accuracy: 0.7866, prior_entropy: 1, ram_hours: 0.0014, recall: 0.7866, relative_absolute_error: 0.5074, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.397, root_relative_squared_error: 0.794, run_cpu_time: 83.87,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9666, kappa: 0.9581, kb_relative_information_score: 926056.6542, mean_absolute_error: 0.0337, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9676, predictive_accuracy: 0.9666, prior_entropy: 2.585, ram_hours: 0.0001, recall: 0.9666, relative_absolute_error: 0.1214, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1061, root_relative_squared_error: 0.2847, run_cpu_time: 685.18,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(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: 0.7659, f_measure: 0.7099, kappa: 0.4034, kb_relative_information_score: 320682.8505, mean_absolute_error: 0.3503, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7095, predictive_accuracy: 0.7115, prior_entropy: 1, ram_hours: 0.023, recall: 0.7115, relative_absolute_error: 0.7007, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4462, root_relative_squared_error: 0.8924, run_cpu_time: 2364.46,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9317, f_measure: 0.8776, kappa: 0.6055, kb_relative_information_score: 704105.2881, mean_absolute_error: 0.1561, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.888, predictive_accuracy: 0.8884, prior_entropy: 1, ram_hours: 0, recall: 0.8884, relative_absolute_error: 0.3121, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2852, root_relative_squared_error: 0.5703, run_cpu_time: 408.52,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8915, f_measure: 0.5028, kappa: 0.4533, kb_relative_information_score: 439454.3754, mean_absolute_error: 0.1263, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.51, predictive_accuracy: 0.503, prior_entropy: 3.4594, ram_hours: 0, recall: 0.503, relative_absolute_error: 0.7641, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.2448, root_relative_squared_error: 0.8514, run_cpu_time: 340.54,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9498, f_measure: 0.8342, kappa: 0.7525, kb_relative_information_score: 714666.7563, mean_absolute_error: 0.151, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.8347, predictive_accuracy: 0.835, prior_entropy: 1.585, ram_hours: 0, recall: 0.835, relative_absolute_error: 0.3397, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.2841, root_relative_squared_error: 0.6026, run_cpu_time: 29.11,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8798, f_measure: 0.9213, kappa: 0.17, kb_relative_information_score: 832615.4308, mean_absolute_error: 0.0903, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9228, predictive_accuracy: 0.9407, prior_entropy: 1, ram_hours: 0.0059, recall: 0.9407, relative_absolute_error: 0.1806, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2149, root_relative_squared_error: 0.4298, run_cpu_time: 356.45,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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: 0.8849, f_measure: 0.7864, kappa: 0.5781, kb_relative_information_score: 399196.4275, mean_absolute_error: 0.3172, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8022, predictive_accuracy: 0.7871, prior_entropy: 1, ram_hours: 0.0061, recall: 0.7871, relative_absolute_error: 0.6344, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3846, root_relative_squared_error: 0.7692, run_cpu_time: 24445.31,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8239, f_measure: 0.6753, kappa: 0.2658, kb_relative_information_score: 353734.9491, mean_absolute_error: 0.3361, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7572, predictive_accuracy: 0.7289, prior_entropy: 1, ram_hours: 0, recall: 0.7289, relative_absolute_error: 0.6723, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4117, root_relative_squared_error: 0.8233, run_cpu_time: 574.48,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.652, f_measure: 0.6925, kappa: 0.3079, kb_relative_information_score: 389142, mean_absolute_error: 0.3054, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6908, predictive_accuracy: 0.6946, prior_entropy: 1, ram_hours: 0, recall: 0.6946, relative_absolute_error: 0.6109, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5527, root_relative_squared_error: 1.1053, run_cpu_time: 8.93,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(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: 0.9657, f_measure: 0.7414, kappa: 0.7151, kb_relative_information_score: 765718.7948, mean_absolute_error: 0.0553, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.7403, predictive_accuracy: 0.7436, prior_entropy: 3.3219, ram_hours: 0, recall: 0.7436, relative_absolute_error: 0.307, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1924, root_relative_squared_error: 0.6412, run_cpu_time: 59.12,

Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(waveform-5000,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6458, f_measure: 0.4341, kappa: 0.2905, kb_relative_information_score: 351945.1226, mean_absolute_error: 0.3156, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.3934, predictive_accuracy: 0.5266, prior_entropy: 1.585, ram_hours: 0, recall: 0.5266, relative_absolute_error: 0.71, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.5618, root_relative_squared_error: 1.1917, run_cpu_time: 16.6,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6832, f_measure: 0.5065, kappa: 0.2358, kb_relative_information_score: 11625.2803, mean_absolute_error: 0.3829, mean_prior_absolute_error: 0.4444, number_of_instances: 55296, precision: 0.5069, predictive_accuracy: 0.5063, prior_entropy: 1.585, ram_hours: 0, recall: 0.5063, relative_absolute_error: 0.8615, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.4425, root_relative_squared_error: 0.9387, run_cpu_time: 0.46,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9664, kappa: 0.9271, kb_relative_information_score: 884747.0801, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9665, predictive_accuracy: 0.9664, prior_entropy: 1, ram_hours: 0.0168, recall: 0.9664, relative_absolute_error: 0.1278, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1615, root_relative_squared_error: 0.3229, run_cpu_time: 439.14,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(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: 0.8591, f_measure: 0.8882, kappa: 0.3699, kb_relative_information_score: 257900.1774, mean_absolute_error: 0.0516, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8831, predictive_accuracy: 0.9079, prior_entropy: 2.3219, ram_hours: 0.0003, recall: 0.9079, relative_absolute_error: 0.1614, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1678, root_relative_squared_error: 0.4196, run_cpu_time: 1909.53,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9706, kappa: 0.9633, kb_relative_information_score: 961045.6638, mean_absolute_error: 0.0147, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9707, predictive_accuracy: 0.9707, prior_entropy: 2.585, ram_hours: 0, recall: 0.9707, relative_absolute_error: 0.053, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.0897, root_relative_squared_error: 0.2408, run_cpu_time: 32.44,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9807, f_measure: 0.8141, kappa: 0.8033, kb_relative_information_score: 840269.0643, mean_absolute_error: 0.0278, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.8493, predictive_accuracy: 0.8222, prior_entropy: 4.2479, ram_hours: 0.0025, recall: 0.8222, relative_absolute_error: 0.2785, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1148, root_relative_squared_error: 0.5141, run_cpu_time: 12918.72,

Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(bridges_version1,nominal,1000000)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9412, f_measure: 0.7389, kappa: 0.6607, kb_relative_information_score: 688521.9104, mean_absolute_error: 0.1091, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7342, predictive_accuracy: 0.7486, prior_entropy: 2.585, ram_hours: 0, recall: 0.7486, relative_absolute_error: 0.3927, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2416, root_relative_squared_error: 0.6483, run_cpu_time: 19.4,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8242, f_measure: 0.6795, kappa: 0.2742, kb_relative_information_score: 353772.6891, mean_absolute_error: 0.3361, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7574, predictive_accuracy: 0.731, prior_entropy: 1, ram_hours: 0.0023, recall: 0.731, relative_absolute_error: 0.6723, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4116, root_relative_squared_error: 0.8232, run_cpu_time: 12566.54,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9851, kappa: 0.9814, kb_relative_information_score: 976899.085, mean_absolute_error: 0.0098, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9851, predictive_accuracy: 0.9852, prior_entropy: 2.585, ram_hours: 0.004, recall: 0.9852, relative_absolute_error: 0.0351, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.0629, root_relative_squared_error: 0.1688, run_cpu_time: 322.53,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9772, f_measure: 0.9234, kappa: 0.8468, kb_relative_information_score: 691259.8675, mean_absolute_error: 0.1703, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9234, predictive_accuracy: 0.9234, prior_entropy: 1, ram_hours: 0.0001, recall: 0.9234, relative_absolute_error: 0.3406, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2568, root_relative_squared_error: 0.5136, run_cpu_time: 592.28,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9906, f_measure: 0.8915, kappa: 0.8799, kb_relative_information_score: 842313.3177, mean_absolute_error: 0.0472, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8986, predictive_accuracy: 0.8919, prior_entropy: 3.3219, ram_hours: 0.0068, recall: 0.8919, relative_absolute_error: 0.2625, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.1355, root_relative_squared_error: 0.4515, run_cpu_time: 26471.86,

Jan van Rijn 10 years ago
ran flow moa.HoeffdingTree(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: 0.9518, f_measure: 0.8875, kappa: 0.7721, kb_relative_information_score: 698245.6048, mean_absolute_error: 0.1606, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8875, predictive_accuracy: 0.8876, prior_entropy: 1, ram_hours: 0, recall: 0.8876, relative_absolute_error: 0.3212, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2891, root_relative_squared_error: 0.5782, run_cpu_time: 12.34,

Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(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: 0.9475, f_measure: 0.8841, kappa: 0.7657, kb_relative_information_score: 688129.231, mean_absolute_error: 0.1662, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8846, predictive_accuracy: 0.8839, prior_entropy: 1, ram_hours: 0.0079, recall: 0.8839, relative_absolute_error: 0.3325, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2937, root_relative_squared_error: 0.5873, run_cpu_time: 313.75,

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

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9219, f_measure: 0.8556, kappa: 0.6884, kb_relative_information_score: 543185.5702, mean_absolute_error: 0.2459, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8557, predictive_accuracy: 0.8567, prior_entropy: 1, ram_hours: 0, recall: 0.8567, relative_absolute_error: 0.4918, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3292, root_relative_squared_error: 0.6585, run_cpu_time: 490.84,

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