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Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set SEA(50)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.851, f_measure: 0.8114, kappa: 0.5979, kb_relative_information_score: 492428.9521, mean_absolute_error: 0.2714, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.814, predictive_accuracy: 0.8148, prior_entropy: 1, ram_hours: 0.0012, recall: 0.8148, relative_absolute_error: 0.5429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3741, root_relative_squared_error: 0.7481, run_cpu_time: 140.18,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0051, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 133.02,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set SEA(50)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5185, f_measure: 0.4676, kappa: -0, kb_relative_information_score: 76298.985, mean_absolute_error: 0.4702, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3774, predictive_accuracy: 0.6143, prior_entropy: 1, ram_hours: 0, recall: 0.6143, relative_absolute_error: 0.9405, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4868, root_relative_squared_error: 0.9735, run_cpu_time: 4.78,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(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.NoChange(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5072, f_measure: 0.533, kappa: 0.0144, kb_relative_information_score: 65962, mean_absolute_error: 0.467, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.533, predictive_accuracy: 0.533, prior_entropy: 1, ram_hours: 0, recall: 0.533, relative_absolute_error: 0.934, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6834, root_relative_squared_error: 1.3668, run_cpu_time: 3.37,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9719, f_measure: 0.8432, kappa: 0.7963, kb_relative_information_score: 750074.8369, mean_absolute_error: 0.1041, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8454, predictive_accuracy: 0.8433, prior_entropy: 2.3219, ram_hours: 0.0001, recall: 0.8433, relative_absolute_error: 0.3254, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2116, root_relative_squared_error: 0.5291, run_cpu_time: 115.49,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(trains)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.4328, kappa: -0.0008, kb_relative_information_score: 1.422, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4992, predictive_accuracy: 0.5004, prior_entropy: 1, ram_hours: 0, recall: 0.5004, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 10.53,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set SEA(50000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2147, kb_relative_information_score: -228664, mean_absolute_error: 0.6143, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1487, predictive_accuracy: 0.3857, prior_entropy: 1, ram_hours: 0, recall: 0.3857, relative_absolute_error: 1.2287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7838, root_relative_squared_error: 1.5676, run_cpu_time: 3.92,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set CovPokElec
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2739, kb_relative_information_score: 610267.2, mean_absolute_error: 0.1111, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.1979, predictive_accuracy: 0.4448, prior_entropy: 3.3219, ram_hours: 0.0206, recall: 0.4448, relative_absolute_error: 0.617, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3332, root_relative_squared_error: 1.1105, run_cpu_time: 151.5,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.933, f_measure: 0.5159, kappa: 0.5027, kb_relative_information_score: 565421.6039, mean_absolute_error: 0.0459, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.5243, predictive_accuracy: 0.5218, prior_entropy: 4.7004, ram_hours: 0.0009, recall: 0.5218, relative_absolute_error: 0.621, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1526, root_relative_squared_error: 0.7936, run_cpu_time: 435.67,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(hypothyroid,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5273, f_measure: 0.8923, kappa: 0.0764, kb_relative_information_score: 471132.7197, mean_absolute_error: 0.2583, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.875, predictive_accuracy: 0.9254, prior_entropy: 2, ram_hours: 0, recall: 0.9254, relative_absolute_error: 0.6888, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3248, root_relative_squared_error: 0.75, run_cpu_time: 14.06,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(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: 0.5, f_measure: 0.2515, kb_relative_information_score: -153908, mean_absolute_error: 0.577, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1789, predictive_accuracy: 0.423, prior_entropy: 1, ram_hours: 0.0046, recall: 0.423, relative_absolute_error: 1.1539, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7594, root_relative_squared_error: 1.5188, run_cpu_time: 83.52,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(kr-vs-kp)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3579, kb_relative_information_score: 43750, mean_absolute_error: 0.4781, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2724, predictive_accuracy: 0.5219, prior_entropy: 1, ram_hours: 0, recall: 0.5219, relative_absolute_error: 0.9563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6915, root_relative_squared_error: 1.3829, run_cpu_time: 9.57,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(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: 0.8305, f_measure: 0.637, kappa: 0.4753, kb_relative_information_score: 401981.6489, mean_absolute_error: 0.3027, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.6587, predictive_accuracy: 0.6497, prior_entropy: 1.585, ram_hours: 0, recall: 0.6497, relative_absolute_error: 0.681, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3893, root_relative_squared_error: 0.8258, run_cpu_time: 71.43,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_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: 0.9281, f_measure: 0.8661, kappa: 0.712, kb_relative_information_score: 537708.392, mean_absolute_error: 0.2509, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8659, predictive_accuracy: 0.8665, prior_entropy: 1, ram_hours: 0.1104, recall: 0.8665, relative_absolute_error: 0.5018, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3254, root_relative_squared_error: 0.6507, run_cpu_time: 1027.91,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_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: 0.9475, f_measure: 0.8846, kappa: 0.7681, kb_relative_information_score: 669672.6579, mean_absolute_error: 0.179, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8846, predictive_accuracy: 0.8846, prior_entropy: 1, ram_hours: 0.0034, recall: 0.8846, relative_absolute_error: 0.3579, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2928, root_relative_squared_error: 0.5857, run_cpu_time: 248.58,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, ram_hours: 0, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555, run_cpu_time: 26.49,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(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: 0.818, f_measure: 0.5874, kappa: 0.5426, kb_relative_information_score: 575516.7241, mean_absolute_error: 0.0913, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.5904, predictive_accuracy: 0.5883, prior_entropy: 3.3219, ram_hours: 0, recall: 0.5883, relative_absolute_error: 0.5071, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2585, root_relative_squared_error: 0.8616, run_cpu_time: 23.57,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set RandomRBF_0_0
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831, run_cpu_time: 9.85,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_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: 0.9991, f_measure: 0.9809, kappa: 0.9761, kb_relative_information_score: 966523.435, mean_absolute_error: 0.0146, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9809, predictive_accuracy: 0.9809, prior_entropy: 2.585, ram_hours: 0.0005, recall: 0.9809, relative_absolute_error: 0.0527, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.0723, root_relative_squared_error: 0.1939, run_cpu_time: 170.24,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(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: 0.8566, f_measure: 0.853, kappa: 0.7048, kb_relative_information_score: 705280, mean_absolute_error: 0.1474, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8576, predictive_accuracy: 0.8526, prior_entropy: 1, ram_hours: 0, recall: 0.8526, relative_absolute_error: 0.2947, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3835, root_relative_squared_error: 0.7671, run_cpu_time: 8.95,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6727, f_measure: 0.379, kappa: 0.1913, kb_relative_information_score: 240720.0387, mean_absolute_error: 0.2745, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3883, predictive_accuracy: 0.3916, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3916, relative_absolute_error: 0.8579, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3823, root_relative_squared_error: 0.9559, run_cpu_time: 31.25,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(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: 0.914, f_measure: 0.8418, kappa: 0.6794, kb_relative_information_score: 573783.9244, mean_absolute_error: 0.2261, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.842, predictive_accuracy: 0.8422, prior_entropy: 1, ram_hours: 0, recall: 0.8422, relative_absolute_error: 0.4521, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3392, root_relative_squared_error: 0.6785, run_cpu_time: 10.46,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, ram_hours: 0, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428, run_cpu_time: 7.13,
Jan van Rijn 10 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0031, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 145.93,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set electricity
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7497, f_measure: 0.7181, kappa: 0.4254, kb_relative_information_score: 18615.1002, mean_absolute_error: 0.3013, mean_prior_absolute_error: 0.5, number_of_instances: 45312, precision: 0.7497, predictive_accuracy: 0.7336, prior_entropy: 1, ram_hours: 0, recall: 0.7336, relative_absolute_error: 0.6027, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4647, root_relative_squared_error: 0.9295, run_cpu_time: 0.38,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(soybean)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9052, kappa: 0.8962, kb_relative_information_score: 912895.3639, mean_absolute_error: 0.0138, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.909, predictive_accuracy: 0.9052, prior_entropy: 4.2479, ram_hours: 0.0019, recall: 0.9052, relative_absolute_error: 0.1384, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.0858, root_relative_squared_error: 0.384, run_cpu_time: 507.22,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(mfeat-fourier,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0182, kb_relative_information_score: 58814.8654, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1001, prior_entropy: 3.3219, ram_hours: 0.01, recall: 0.1001, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4241, root_relative_squared_error: 1.4138, run_cpu_time: 102.54,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(autos,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7959, f_measure: 0.6256, kappa: 0.5199, kb_relative_information_score: 591485.0539, mean_absolute_error: 0.1198, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.623, predictive_accuracy: 0.6298, prior_entropy: 2.8074, ram_hours: 0, recall: 0.6298, relative_absolute_error: 0.4891, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2952, root_relative_squared_error: 0.8437, run_cpu_time: 13.86,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(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: 0.8887, f_measure: 0.7242, kappa: 0.5887, kb_relative_information_score: 525578.1301, mean_absolute_error: 0.2465, mean_prior_absolute_error: 0.4444, number_of_instances: 1000000, precision: 0.7243, predictive_accuracy: 0.7258, prior_entropy: 1.585, ram_hours: 0, recall: 0.7258, relative_absolute_error: 0.5547, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.3525, root_relative_squared_error: 0.7478, run_cpu_time: 21.05,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6792, f_measure: 0.5752, kappa: 0.3301, kb_relative_information_score: 322558.1236, mean_absolute_error: 0.1177, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.5647, predictive_accuracy: 0.5881, prior_entropy: 2.8074, ram_hours: 0, recall: 0.5881, relative_absolute_error: 0.4807, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3428, root_relative_squared_error: 0.9797, run_cpu_time: 8.4,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(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: 0.6888, f_measure: 0.6904, kappa: 0.3718, kb_relative_information_score: 377668, mean_absolute_error: 0.3112, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.695, predictive_accuracy: 0.6888, prior_entropy: 1, ram_hours: 0, recall: 0.6888, relative_absolute_error: 0.6223, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5576, root_relative_squared_error: 1.1152, run_cpu_time: 13.77,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(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.OzaBagAdwin_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: 0.995, f_measure: 0.9316, kappa: 0.9102, kb_relative_information_score: 918068.8983, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.9324, predictive_accuracy: 0.9311, prior_entropy: 2.8074, ram_hours: 0.0009, recall: 0.9311, relative_absolute_error: 0.1119, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1204, root_relative_squared_error: 0.3442, run_cpu_time: 204.55,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(soybean)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9123, f_measure: 0.772, kappa: 0.754, kb_relative_information_score: 770762.8413, mean_absolute_error: 0.0301, mean_prior_absolute_error: 0.0997, number_of_instances: 1000000, precision: 0.7862, predictive_accuracy: 0.7756, prior_entropy: 4.2479, ram_hours: 0, recall: 0.7756, relative_absolute_error: 0.3013, root_mean_prior_squared_error: 0.2233, root_mean_squared_error: 0.1409, root_relative_squared_error: 0.6309, run_cpu_time: 22.81,
Jan van Rijn 10 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set electricity
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.253, kb_relative_information_score: -6838, mean_absolute_error: 0.5755, mean_prior_absolute_error: 0.5, number_of_instances: 45312, precision: 0.1802, predictive_accuracy: 0.4245, prior_entropy: 1, ram_hours: 0.0001, recall: 0.4245, relative_absolute_error: 1.1509, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7586, root_relative_squared_error: 1.5172, run_cpu_time: 17.5,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set covertype
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1948, kb_relative_information_score: 182595.0142, mean_absolute_error: 0.1815, mean_prior_absolute_error: 0.2449, number_of_instances: 581012, precision: 0.1329, predictive_accuracy: 0.3646, prior_entropy: 2.8074, ram_hours: 0.0002, recall: 0.3646, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4261, root_relative_squared_error: 1.2176, run_cpu_time: 28.65,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(zoo,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2249, kb_relative_information_score: 348381.2558, mean_absolute_error: 0.1725, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.157, predictive_accuracy: 0.3962, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3962, relative_absolute_error: 0.7044, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.4153, root_relative_squared_error: 1.1869, run_cpu_time: 7.76,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_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: 0.9269, f_measure: 0.8561, kappa: 0.7086, kb_relative_information_score: 502567.6231, mean_absolute_error: 0.2693, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.856, predictive_accuracy: 0.8561, prior_entropy: 1, ram_hours: 0.1405, recall: 0.8561, relative_absolute_error: 0.5386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3369, root_relative_squared_error: 0.6737, run_cpu_time: 3706.49,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(vehicle,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.6101, kappa: 0.4912, kb_relative_information_score: 337484.9329, mean_absolute_error: 0.2987, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.6129, predictive_accuracy: 0.6178, prior_entropy: 2, ram_hours: 0, recall: 0.6178, relative_absolute_error: 0.7965, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3805, root_relative_squared_error: 0.8788, run_cpu_time: 15.87,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(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: 0.4988, f_measure: 0.576, kappa: 0.0001, kb_relative_information_score: 193182.4931, mean_absolute_error: 0.4204, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6366, predictive_accuracy: 0.6996, prior_entropy: 1, ram_hours: 0, recall: 0.6996, relative_absolute_error: 0.8409, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4584, root_relative_squared_error: 0.9169, run_cpu_time: 9.95,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(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: 0.8758, f_measure: 0.8317, kappa: 0.6584, kb_relative_information_score: 568243.2884, mean_absolute_error: 0.2297, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8331, predictive_accuracy: 0.8326, prior_entropy: 1, ram_hours: 0, recall: 0.8326, relative_absolute_error: 0.4594, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3636, root_relative_squared_error: 0.7272, run_cpu_time: 8.09,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(vowel,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.7742, kappa: 0.7524, kb_relative_information_score: 759105.8627, mean_absolute_error: 0.06, mean_prior_absolute_error: 0.1653, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7749, prior_entropy: 3.4594, ram_hours: 0.0006, recall: 0.7749, relative_absolute_error: 0.3632, root_mean_prior_squared_error: 0.2875, root_mean_squared_error: 0.1702, root_relative_squared_error: 0.5921, run_cpu_time: 160.78,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(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: 0.5, f_measure: 0.0182, kb_relative_information_score: 58952.1155, mean_absolute_error: 0.18, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.01, predictive_accuracy: 0.1001, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1001, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4242, root_relative_squared_error: 1.4141, run_cpu_time: 26.82,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(autos,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.158, kappa: -0, kb_relative_information_score: 219223.8735, mean_absolute_error: 0.221, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.1263, predictive_accuracy: 0.3233, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3233, relative_absolute_error: 0.9024, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3324, root_relative_squared_error: 0.9499, run_cpu_time: 17.15,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6395, f_measure: 0.5713, kappa: 0.1541, kb_relative_information_score: 167644.0619, mean_absolute_error: 0.424, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7099, predictive_accuracy: 0.6533, prior_entropy: 1, ram_hours: 0, recall: 0.6533, relative_absolute_error: 0.8479, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4603, root_relative_squared_error: 0.9205, run_cpu_time: 47.33,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(optdigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.87, f_measure: 0.6223, kappa: 0.5805, kb_relative_information_score: 596667.0562, mean_absolute_error: 0.0907, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.6313, predictive_accuracy: 0.6224, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6224, relative_absolute_error: 0.5036, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2317, root_relative_squared_error: 0.7725, run_cpu_time: 29.26,
Jan van Rijn 10 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3335, kb_relative_information_score: 430865.5735, mean_absolute_error: 0.1999, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2502, predictive_accuracy: 0.5002, prior_entropy: 2.3219, ram_hours: 0.0029, recall: 0.5002, relative_absolute_error: 0.6248, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4471, root_relative_squared_error: 1.1178, run_cpu_time: 147.43,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(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: 0.5, f_measure: 0.2742, kb_relative_information_score: -109796, mean_absolute_error: 0.5549, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1981, predictive_accuracy: 0.4451, prior_entropy: 1, ram_hours: 0, recall: 0.4451, relative_absolute_error: 1.1098, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7449, root_relative_squared_error: 1.4898, run_cpu_time: 6.57,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(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: 0.5, f_measure: 0.5284, kb_relative_information_score: 325554, mean_absolute_error: 0.3372, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4393, predictive_accuracy: 0.6628, prior_entropy: 1, ram_hours: 0, recall: 0.6628, relative_absolute_error: 0.6744, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5807, root_relative_squared_error: 1.1614, run_cpu_time: 11.34,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9621, kappa: 0.917, kb_relative_information_score: 888371.697, mean_absolute_error: 0.0608, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.962, predictive_accuracy: 0.9621, prior_entropy: 1, ram_hours: 0.0004, recall: 0.9621, relative_absolute_error: 0.1217, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1701, root_relative_squared_error: 0.3401, run_cpu_time: 118.16,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2271, kappa: 0.0004, kb_relative_information_score: 119943.2394, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2271, predictive_accuracy: 0.2271, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2271, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.556, root_relative_squared_error: 1.3901, run_cpu_time: 6.75,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0393, kb_relative_information_score: 63934.1209, mean_absolute_error: 0.2832, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0226, predictive_accuracy: 0.1504, prior_entropy: 2.585, ram_hours: 0, recall: 0.1504, relative_absolute_error: 1.0195, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5322, root_relative_squared_error: 1.428, run_cpu_time: 6.42,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6197, f_measure: 0.4047, kappa: 0.2766, kb_relative_information_score: 502030.0005, mean_absolute_error: 0.1506, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3279, predictive_accuracy: 0.5481, prior_entropy: 2.585, ram_hours: 0, recall: 0.5481, relative_absolute_error: 0.5423, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3879, root_relative_squared_error: 1.0409, run_cpu_time: 6.43,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7787, f_measure: 0.7023, kappa: 0.4049, kb_relative_information_score: 662391.696, mean_absolute_error: 0.1461, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.703, predictive_accuracy: 0.7025, prior_entropy: 2.3219, ram_hours: 0.0132, recall: 0.7025, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2782, root_relative_squared_error: 0.6955, run_cpu_time: 478.09,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0197, kb_relative_information_score: 63228.2178, mean_absolute_error: 0.1792, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.0109, predictive_accuracy: 0.1042, prior_entropy: 3.3219, ram_hours: 0, recall: 0.1042, relative_absolute_error: 0.9953, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.4233, root_relative_squared_error: 1.4109, run_cpu_time: 8.99,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9179, f_measure: 0.7651, kappa: 0.6957, kb_relative_information_score: 698978.2351, mean_absolute_error: 0.116, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7662, predictive_accuracy: 0.7661, prior_entropy: 2.3219, ram_hours: 0, recall: 0.7661, relative_absolute_error: 0.3624, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2624, root_relative_squared_error: 0.6561, run_cpu_time: 65.41,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9711, f_measure: 0.9214, kappa: 0.8277, kb_relative_information_score: 782218.6847, mean_absolute_error: 0.1166, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9213, predictive_accuracy: 0.9216, prior_entropy: 1, ram_hours: 0, recall: 0.9216, relative_absolute_error: 0.2332, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2437, root_relative_squared_error: 0.4874, run_cpu_time: 10.83,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set CovPokElec
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7461, f_measure: 0.5903, kappa: 0.3008, kb_relative_information_score: 955621.5513, mean_absolute_error: 0.095, mean_prior_absolute_error: 0.18, number_of_instances: 1455525, precision: 0.5956, predictive_accuracy: 0.6008, prior_entropy: 3.3219, ram_hours: 0, recall: 0.6008, relative_absolute_error: 0.5277, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2236, root_relative_squared_error: 0.7453, run_cpu_time: 45.08,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(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: 0.8197, f_measure: 0.7588, kappa: 0.4522, kb_relative_information_score: 430803.0963, mean_absolute_error: 0.2936, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7577, predictive_accuracy: 0.7638, prior_entropy: 1, ram_hours: 0.0002, recall: 0.7638, relative_absolute_error: 0.5873, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4014, root_relative_squared_error: 0.8028, run_cpu_time: 32.04,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(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: 0.5, f_measure: 0.0002, kb_relative_information_score: -91401.2992, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0094, prior_entropy: 2.585, ram_hours: 0, recall: 0.0094, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419, run_cpu_time: 10.75,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(letter,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8767, f_measure: 0.3498, kappa: 0.3323, kb_relative_information_score: 405623.7559, mean_absolute_error: 0.0586, mean_prior_absolute_error: 0.074, number_of_instances: 1000000, precision: 0.4036, predictive_accuracy: 0.358, prior_entropy: 4.7004, ram_hours: 0, recall: 0.358, relative_absolute_error: 0.7916, root_mean_prior_squared_error: 0.1923, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.8918, run_cpu_time: 58.27,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(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: 0.8988, f_measure: 0.8166, kappa: 0.6356, kb_relative_information_score: 765298.9309, mean_absolute_error: 0.1025, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8159, predictive_accuracy: 0.8187, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8187, relative_absolute_error: 0.3204, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2272, root_relative_squared_error: 0.5681, run_cpu_time: 15.52,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(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: 15.32,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_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: 0.9988, f_measure: 0.9667, kappa: 0.963, kb_relative_information_score: 956220.6587, mean_absolute_error: 0.0128, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.9667, predictive_accuracy: 0.9667, prior_entropy: 3.3219, ram_hours: 0.0033, recall: 0.9667, relative_absolute_error: 0.0711, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0729, root_relative_squared_error: 0.2429, run_cpu_time: 532.59,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(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: 0.6959, f_measure: 0.6623, kappa: 0.3156, kb_relative_information_score: 194528.1612, mean_absolute_error: 0.4164, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6993, predictive_accuracy: 0.6863, prior_entropy: 1, ram_hours: 0, recall: 0.6863, relative_absolute_error: 0.8328, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4572, root_relative_squared_error: 0.9143, run_cpu_time: 41.19,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_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: 0.8848, f_measure: 0.8851, kappa: 0.2941, kb_relative_information_score: 245677.5952, mean_absolute_error: 0.0778, mean_prior_absolute_error: 0.32, number_of_instances: 295245, precision: 0.8877, predictive_accuracy: 0.9108, prior_entropy: 2.3219, ram_hours: 0, recall: 0.9108, relative_absolute_error: 0.2432, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.1664, root_relative_squared_error: 0.416, run_cpu_time: 16.22,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(trains)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9855, f_measure: 0.9421, kappa: 0.8843, kb_relative_information_score: 831320.8606, mean_absolute_error: 0.0918, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9422, predictive_accuracy: 0.9421, prior_entropy: 1, ram_hours: 0.0014, recall: 0.9421, relative_absolute_error: 0.1836, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2082, root_relative_squared_error: 0.4164, run_cpu_time: 183.74,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3333, kb_relative_information_score: 430668.5875, mean_absolute_error: 0.2, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.25, predictive_accuracy: 0.5, prior_entropy: 2.3219, ram_hours: 0.0045, recall: 0.5, relative_absolute_error: 0.625, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4472, root_relative_squared_error: 1.118, run_cpu_time: 133.7,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(breast-cancer,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7155, f_measure: 0.6835, kappa: 0.2092, kb_relative_information_score: 316596.1662, mean_absolute_error: 0.3567, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7072, predictive_accuracy: 0.7297, prior_entropy: 1, ram_hours: 0, recall: 0.7297, relative_absolute_error: 0.7134, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4258, root_relative_squared_error: 0.8516, run_cpu_time: 49.92,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(segment)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9789, f_measure: 0.8442, kappa: 0.8191, kb_relative_information_score: 805152.9785, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.8438, predictive_accuracy: 0.845, prior_entropy: 2.8074, ram_hours: 0.0137, recall: 0.845, relative_absolute_error: 0.2863, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1749, root_relative_squared_error: 0.4998, run_cpu_time: 971.87,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set electricity
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.599, f_measure: 0.5668, kappa: 0.1667, kb_relative_information_score: 11912.585, mean_absolute_error: 0.3684, mean_prior_absolute_error: 0.5, number_of_instances: 45312, precision: 0.6653, predictive_accuracy: 0.631, prior_entropy: 1, ram_hours: 0, recall: 0.631, relative_absolute_error: 0.7369, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5987, root_relative_squared_error: 1.1975, run_cpu_time: 0.28,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(optdigits)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.98, f_measure: 0.8958, kappa: 0.8845, kb_relative_information_score: 290515.0803, mean_absolute_error: 0.1609, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8962, predictive_accuracy: 0.8961, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8961, relative_absolute_error: 0.8936, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2732, root_relative_squared_error: 0.9107, run_cpu_time: 75.29,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(vehicle,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7927, f_measure: 0.5853, kappa: 0.4557, kb_relative_information_score: 449595.1996, mean_absolute_error: 0.2413, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.5868, predictive_accuracy: 0.5914, prior_entropy: 2, ram_hours: 0, recall: 0.5914, relative_absolute_error: 0.6435, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3861, root_relative_squared_error: 0.8916, run_cpu_time: 12.31,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(vote)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9894, f_measure: 0.9645, kappa: 0.9252, kb_relative_information_score: 117820.6927, mean_absolute_error: 0.0552, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 1, ram_hours: 0, recall: 0.9645, relative_absolute_error: 0.1104, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1722, root_relative_squared_error: 0.3445, run_cpu_time: 3.37,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(lymph,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187530.6918, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0166, prior_entropy: 2, ram_hours: 0, recall: 0.0166, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6194, run_cpu_time: 7.86,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_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.WEKAClassifier_SMO_PolyKernel(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[build], line 15
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(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: 0.5894, f_measure: 0.5893, kappa: 0.0827, kb_relative_information_score: 161479.422, mean_absolute_error: 0.4322, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6344, predictive_accuracy: 0.6695, prior_entropy: 1, ram_hours: 0, recall: 0.6695, relative_absolute_error: 0.8645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4661, root_relative_squared_error: 0.9322, run_cpu_time: 36.21,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_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: 0.7648, f_measure: 0.8916, kappa: 0.0692, kb_relative_information_score: 864531.0734, mean_absolute_error: 0.0668, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9021, predictive_accuracy: 0.9248, prior_entropy: 2, ram_hours: 0.0003, recall: 0.9248, relative_absolute_error: 0.1781, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1822, root_relative_squared_error: 0.4208, run_cpu_time: 131.16,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(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: 0.5476, f_measure: 0.6102, kappa: 0.1042, kb_relative_information_score: 269202, mean_absolute_error: 0.3654, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.604, predictive_accuracy: 0.6348, prior_entropy: 1, ram_hours: 0, recall: 0.6348, relative_absolute_error: 0.7308, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6043, root_relative_squared_error: 1.2086, run_cpu_time: 11.44,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(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: 0.5, f_measure: 0.3796, kb_relative_information_score: 476665.099, mean_absolute_error: 0.1838, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2925, predictive_accuracy: 0.5408, prior_entropy: 2.3219, ram_hours: 0.0019, recall: 0.5408, relative_absolute_error: 0.5744, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4285, root_relative_squared_error: 1.0714, run_cpu_time: 76.6,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_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: 0.6577, f_measure: 0.8832, kappa: 0.1081, kb_relative_information_score: 758815.4225, mean_absolute_error: 0.1239, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8714, predictive_accuracy: 0.8975, prior_entropy: 2, ram_hours: 0.016, recall: 0.8975, relative_absolute_error: 0.3303, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2213, root_relative_squared_error: 0.5111, run_cpu_time: 1418.37,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(autos,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9484, f_measure: 0.7827, kappa: 0.7192, kb_relative_information_score: 752259.765, mean_absolute_error: 0.0784, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.7831, predictive_accuracy: 0.7826, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7826, relative_absolute_error: 0.3202, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2133, root_relative_squared_error: 0.6095, run_cpu_time: 57.98,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(breast-cancer,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5802, kb_relative_information_score: 405646, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.494, predictive_accuracy: 0.7028, prior_entropy: 1, ram_hours: 0, recall: 0.7028, relative_absolute_error: 0.5944, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5451, root_relative_squared_error: 1.0903, run_cpu_time: 5.53,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5929, f_measure: 0.1468, kappa: 0.1856, kb_relative_information_score: 237074.6872, mean_absolute_error: 0.1459, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.1103, predictive_accuracy: 0.2705, prior_entropy: 3.3219, ram_hours: 0, recall: 0.2705, relative_absolute_error: 0.8105, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.3818, root_relative_squared_error: 1.2728, run_cpu_time: 10.16,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_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.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(pendigits,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9656, f_measure: 0.8522, kappa: 0.8358, kb_relative_information_score: 282320.6389, mean_absolute_error: 0.1615, mean_prior_absolute_error: 0.18, number_of_instances: 1000000, precision: 0.8535, predictive_accuracy: 0.8523, prior_entropy: 3.3219, ram_hours: 0, recall: 0.8523, relative_absolute_error: 0.8974, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.2742, root_relative_squared_error: 0.9139, run_cpu_time: 31.45,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_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: 0.8275, f_measure: 0.768, kappa: 0.524, kb_relative_information_score: 391909.1903, mean_absolute_error: 0.3195, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7678, predictive_accuracy: 0.7685, prior_entropy: 1, ram_hours: 0.0086, recall: 0.7685, relative_absolute_error: 0.6391, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4066, root_relative_squared_error: 0.8132, run_cpu_time: 658.02,
Jan van Rijn 10 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(bridges_version2,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5919, f_measure: 0.3407, kappa: 0.1003, kb_relative_information_score: 245176.7342, mean_absolute_error: 0.2397, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.3806, predictive_accuracy: 0.4352, prior_entropy: 2.585, ram_hours: 0.0003, recall: 0.4352, relative_absolute_error: 0.8629, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3498, root_relative_squared_error: 0.9385, run_cpu_time: 121.55,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set Hyperplane_10_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3335, kb_relative_information_score: 430865.5735, mean_absolute_error: 0.1999, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2502, predictive_accuracy: 0.5002, prior_entropy: 2.3219, ram_hours: 0.0057, recall: 0.5002, relative_absolute_error: 0.6248, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4471, root_relative_squared_error: 1.1178, run_cpu_time: 147.8,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(mushroom)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3539, kb_relative_information_score: 36596, mean_absolute_error: 0.4817, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2686, predictive_accuracy: 0.5183, prior_entropy: 1, ram_hours: 0, recall: 0.5183, relative_absolute_error: 0.9634, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.694, root_relative_squared_error: 1.3881, run_cpu_time: 6.54,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(segment)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6482, f_measure: 0.2839, kappa: 0.2961, kb_relative_information_score: 348856.5465, mean_absolute_error: 0.1724, mean_prior_absolute_error: 0.2449, number_of_instances: 1000000, precision: 0.2478, predictive_accuracy: 0.3967, prior_entropy: 2.8074, ram_hours: 0, recall: 0.3967, relative_absolute_error: 0.7038, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.415, root_relative_squared_error: 1.186, run_cpu_time: 10.37,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set RandomRBF_10_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831, run_cpu_time: 9.77,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(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: 0.8689, f_measure: 0.817, kappa: 0.6365, kb_relative_information_score: 763598.558, mean_absolute_error: 0.0978, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8162, predictive_accuracy: 0.8198, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8198, relative_absolute_error: 0.3055, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2371, root_relative_squared_error: 0.5928, run_cpu_time: 9.17,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_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: 0.7763, f_measure: 0.8925, kappa: 0.0829, kb_relative_information_score: 802826.5947, mean_absolute_error: 0.1031, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8936, predictive_accuracy: 0.9241, prior_entropy: 2, ram_hours: 0.0003, recall: 0.9241, relative_absolute_error: 0.2748, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.444, run_cpu_time: 133,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(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: 0.8532, f_measure: 0.8555, kappa: 0.7074, kb_relative_information_score: 711284, mean_absolute_error: 0.1444, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8555, predictive_accuracy: 0.8556, prior_entropy: 1, ram_hours: 0, recall: 0.8556, relative_absolute_error: 0.2887, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3799, root_relative_squared_error: 0.7599, run_cpu_time: 6.99,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9156, f_measure: 0.9231, kappa: 0.8122, kb_relative_information_score: 373910.2371, mean_absolute_error: 0.2245, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9215, predictive_accuracy: 0.9256, prior_entropy: 2.585, ram_hours: 0, recall: 0.9256, relative_absolute_error: 0.8081, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3138, root_relative_squared_error: 0.8419, run_cpu_time: 22.57,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-4
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8344, f_measure: 0.6333, kappa: 0.5235, kb_relative_information_score: 472556.2141, mean_absolute_error: 0.2071, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6362, predictive_accuracy: 0.635, prior_entropy: 2.3219, ram_hours: 0.1728, recall: 0.635, relative_absolute_error: 0.6473, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3285, root_relative_squared_error: 0.8213, run_cpu_time: 3531.65,
Jan van Rijn 10 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(vote)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4665, kb_relative_information_score: 29746, mean_absolute_error: 0.3865, mean_prior_absolute_error: 0.5, number_of_instances: 131072, precision: 0.3763, predictive_accuracy: 0.6135, prior_entropy: 1, ram_hours: 0, recall: 0.6135, relative_absolute_error: 0.7731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6217, root_relative_squared_error: 1.2434, run_cpu_time: 0.78,