Task
Supervised Data Stream Classification on BNG(sonar,nominal,1000000)

Supervised Data Stream Classification on BNG(sonar,nominal,1000000)

Task 172 Supervised Data Stream Classification BNG(sonar,nominal,1000000) 46 runs submitted
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Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9531, f_measure: 0.8878, kappa: 0.7746, kb_relative_information_score: 669123.5786, mean_absolute_error: 0.1801, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8878, predictive_accuracy: 0.8879, prior_entropy: 1, recall: 0.8879, relative_absolute_error: 0.3602, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2874, root_relative_squared_error: 0.5749,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9201, f_measure: 0.8636, kappa: 0.7258, kb_relative_information_score: 707674.8371, mean_absolute_error: 0.1484, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8636, predictive_accuracy: 0.8636, prior_entropy: 1, recall: 0.8636, relative_absolute_error: 0.2968, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3296, root_relative_squared_error: 0.6592,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.866, f_measure: 0.7864, kappa: 0.5704, kb_relative_information_score: 398202.4439, mean_absolute_error: 0.3176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7868, predictive_accuracy: 0.7868, prior_entropy: 1, recall: 0.7868, relative_absolute_error: 0.6352, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3874, root_relative_squared_error: 0.7749,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9228, f_measure: 0.8564, kappa: 0.7114, kb_relative_information_score: 670556.471, mean_absolute_error: 0.1694, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8564, predictive_accuracy: 0.8563, prior_entropy: 1, recall: 0.8563, relative_absolute_error: 0.3388, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3294, root_relative_squared_error: 0.6588,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9196, f_measure: 0.8432, kappa: 0.685, kb_relative_information_score: 524733.5181, mean_absolute_error: 0.2549, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8432, predictive_accuracy: 0.8433, prior_entropy: 1, recall: 0.8433, relative_absolute_error: 0.5099, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3387, root_relative_squared_error: 0.6775,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8795, f_measure: 0.7964, kappa: 0.5916, kb_relative_information_score: 567733.031, mean_absolute_error: 0.2193, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7971, predictive_accuracy: 0.7963, prior_entropy: 1, recall: 0.7963, relative_absolute_error: 0.4386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4011, root_relative_squared_error: 0.8023,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.934, f_measure: 0.8584, kappa: 0.7155, kb_relative_information_score: 619090.5152, mean_absolute_error: 0.2016, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8584, predictive_accuracy: 0.8584, prior_entropy: 1, recall: 0.8584, relative_absolute_error: 0.4032, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3189, root_relative_squared_error: 0.6378,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2967, kb_relative_information_score: -67112, mean_absolute_error: 0.5336, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2176, predictive_accuracy: 0.4664, prior_entropy: 1, recall: 0.4664, relative_absolute_error: 1.0671, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7304, root_relative_squared_error: 1.4609,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7936, f_measure: 0.7942, kappa: 0.5863, kb_relative_information_score: 588767.7667, mean_absolute_error: 0.2056, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7942, predictive_accuracy: 0.7944, prior_entropy: 1, recall: 0.7944, relative_absolute_error: 0.4112, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4529, root_relative_squared_error: 0.9058,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7054, f_measure: 0.6605, kappa: 0.3194, kb_relative_information_score: 278514.8455, mean_absolute_error: 0.365, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6616, predictive_accuracy: 0.6601, prior_entropy: 1, recall: 0.6601, relative_absolute_error: 0.73, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5045, root_relative_squared_error: 1.009,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8733, f_measure: 0.7695, kappa: 0.5367, kb_relative_information_score: 485592.9741, mean_absolute_error: 0.2663, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7694, predictive_accuracy: 0.7695, prior_entropy: 1, recall: 0.7695, relative_absolute_error: 0.5326, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3847, root_relative_squared_error: 0.7694,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6872, f_measure: 0.6755, kappa: 0.3476, kb_relative_information_score: 145228.4297, mean_absolute_error: 0.4412, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6755, predictive_accuracy: 0.676, prior_entropy: 1, recall: 0.676, relative_absolute_error: 0.8825, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.467, root_relative_squared_error: 0.9339,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6637, f_measure: 0.6638, kappa: 0.3263, kb_relative_information_score: 326958, mean_absolute_error: 0.3365, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6651, predictive_accuracy: 0.6635, prior_entropy: 1, recall: 0.6635, relative_absolute_error: 0.673, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5801, root_relative_squared_error: 1.1602,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9019, f_measure: 0.8278, kappa: 0.6539, kb_relative_information_score: 485440.0843, mean_absolute_error: 0.2753, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8279, predictive_accuracy: 0.828, prior_entropy: 1, recall: 0.828, relative_absolute_error: 0.5507, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3553, root_relative_squared_error: 0.7106,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8392, f_measure: 0.7959, kappa: 0.5897, kb_relative_information_score: 586940.4249, mean_absolute_error: 0.2067, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7959, predictive_accuracy: 0.7961, prior_entropy: 1, recall: 0.7961, relative_absolute_error: 0.4135, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4368, root_relative_squared_error: 0.8735,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7827, f_measure: 0.7507, kappa: 0.5026, kb_relative_information_score: 429210.4616, mean_absolute_error: 0.296, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7555, predictive_accuracy: 0.7505, prior_entropy: 1, recall: 0.7505, relative_absolute_error: 0.5921, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4427, root_relative_squared_error: 0.8855,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8743, f_measure: 0.7917, kappa: 0.5825, kb_relative_information_score: 558992.3941, mean_absolute_error: 0.2236, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7929, predictive_accuracy: 0.7915, prior_entropy: 1, recall: 0.7915, relative_absolute_error: 0.4472, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4066, root_relative_squared_error: 0.8133,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6727, f_measure: 0.6694, kappa: 0.3367, kb_relative_information_score: 146225.3778, mean_absolute_error: 0.4406, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.67, predictive_accuracy: 0.6691, prior_entropy: 1, recall: 0.6691, relative_absolute_error: 0.8813, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4695, root_relative_squared_error: 0.9389,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9202, f_measure: 0.8703, kappa: 0.7394, kb_relative_information_score: 669745.479, mean_absolute_error: 0.1754, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8703, predictive_accuracy: 0.8703, prior_entropy: 1, recall: 0.8703, relative_absolute_error: 0.3509, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3226, root_relative_squared_error: 0.6452,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2967, kb_relative_information_score: -67112, mean_absolute_error: 0.5336, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2176, predictive_accuracy: 0.4664, prior_entropy: 1, recall: 0.4664, relative_absolute_error: 1.0671, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7304, root_relative_squared_error: 1.4609,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7291, f_measure: 0.7245, kappa: 0.4479, kb_relative_information_score: 400224.6506, mean_absolute_error: 0.3072, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7259, predictive_accuracy: 0.7242, prior_entropy: 1, recall: 0.7242, relative_absolute_error: 0.6143, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4864, root_relative_squared_error: 0.9728,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2967, kb_relative_information_score: -67112, mean_absolute_error: 0.5336, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2176, predictive_accuracy: 0.4664, prior_entropy: 1, ram_hours: 0, recall: 0.4664, relative_absolute_error: 1.0671, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7304, root_relative_squared_error: 1.4609, run_cpu_time: 28.25,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6689, f_measure: 0.6694, kappa: 0.3367, kb_relative_information_score: 338234, mean_absolute_error: 0.3309, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.67, predictive_accuracy: 0.6691, prior_entropy: 1, ram_hours: 0, recall: 0.6691, relative_absolute_error: 0.6618, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.575, root_relative_squared_error: 1.15, run_cpu_time: 21.9,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7472, f_measure: 0.7236, kappa: 0.4442, kb_relative_information_score: 307337.4159, mean_absolute_error: 0.3614, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7253, predictive_accuracy: 0.7251, prior_entropy: 1, ram_hours: 0, recall: 0.7251, relative_absolute_error: 0.7227, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4519, root_relative_squared_error: 0.9037, run_cpu_time: 24.83,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7291, f_measure: 0.7245, kappa: 0.4479, kb_relative_information_score: 400224.6506, mean_absolute_error: 0.3072, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7259, predictive_accuracy: 0.7242, prior_entropy: 1, ram_hours: 0, recall: 0.7242, relative_absolute_error: 0.6143, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4864, root_relative_squared_error: 0.9728, run_cpu_time: 25.09,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7195, f_measure: 0.642, kappa: 0.2828, kb_relative_information_score: 172164.8963, mean_absolute_error: 0.4239, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6484, predictive_accuracy: 0.6475, prior_entropy: 1, ram_hours: 0.0002, recall: 0.6475, relative_absolute_error: 0.8478, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4643, root_relative_squared_error: 0.9285, run_cpu_time: 146.41,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5026, kappa: 0.0006, kb_relative_information_score: 5150, mean_absolute_error: 0.4974, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5026, predictive_accuracy: 0.5026, prior_entropy: 1, ram_hours: 0, recall: 0.5026, relative_absolute_error: 0.9949, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7053, root_relative_squared_error: 1.4106, run_cpu_time: 21.79,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2967, kb_relative_information_score: -67058, mean_absolute_error: 0.5335, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2176, predictive_accuracy: 0.4664, prior_entropy: 1, ram_hours: 0.008, recall: 0.4664, relative_absolute_error: 1.0671, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7303, root_relative_squared_error: 1.4605, run_cpu_time: 103.56,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2967, kb_relative_information_score: -67112, mean_absolute_error: 0.5336, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.2176, predictive_accuracy: 0.4664, prior_entropy: 1, ram_hours: 0, recall: 0.4664, relative_absolute_error: 1.0671, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7304, root_relative_squared_error: 1.4609, run_cpu_time: 21.45,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_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: 0.0042, 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: 314.66,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8327, f_measure: 0.8334, kappa: 0.6652, kb_relative_information_score: 666968, mean_absolute_error: 0.1665, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8334, predictive_accuracy: 0.8335, prior_entropy: 1, ram_hours: 0, recall: 0.8335, relative_absolute_error: 0.333, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4078, root_relative_squared_error: 0.8155, run_cpu_time: 28.93,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_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: 0.9028, f_measure: 0.8094, kappa: 0.617, kb_relative_information_score: 402119.84, mean_absolute_error: 0.3198, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8094, predictive_accuracy: 0.8095, prior_entropy: 1, ram_hours: 0.1169, recall: 0.8095, relative_absolute_error: 0.6395, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.369, root_relative_squared_error: 0.7379, run_cpu_time: 1665.79,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9212, f_measure: 0.8711, kappa: 0.7411, kb_relative_information_score: 674864.5723, mean_absolute_error: 0.1723, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8711, predictive_accuracy: 0.8711, prior_entropy: 1, ram_hours: 0.0001, recall: 0.8711, relative_absolute_error: 0.3445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3214, root_relative_squared_error: 0.6428, run_cpu_time: 42.92,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4992, f_measure: 0.3713, kappa: -0, kb_relative_information_score: 6297.1751, mean_absolute_error: 0.4977, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4767, predictive_accuracy: 0.5335, prior_entropy: 1, ram_hours: 0, recall: 0.5335, relative_absolute_error: 0.9955, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4989, root_relative_squared_error: 0.9978, run_cpu_time: 22.64,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8474, f_measure: 0.7748, kappa: 0.5471, kb_relative_information_score: 413054.5522, mean_absolute_error: 0.3085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7758, predictive_accuracy: 0.7756, prior_entropy: 1, ram_hours: 0, recall: 0.7756, relative_absolute_error: 0.6171, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3966, root_relative_squared_error: 0.7931, run_cpu_time: 25.83,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8777, f_measure: 0.7939, kappa: 0.5864, kb_relative_information_score: 563081.849, mean_absolute_error: 0.2216, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7943, predictive_accuracy: 0.7937, prior_entropy: 1, ram_hours: 0, recall: 0.7937, relative_absolute_error: 0.4432, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4028, root_relative_squared_error: 0.8056, run_cpu_time: 28.89,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9201, f_measure: 0.8699, kappa: 0.7387, kb_relative_information_score: 671941.1586, mean_absolute_error: 0.1736, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8699, predictive_accuracy: 0.87, prior_entropy: 1, ram_hours: 0.0001, recall: 0.87, relative_absolute_error: 0.3472, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3232, root_relative_squared_error: 0.6463, run_cpu_time: 71.82,
Jan van Rijn 11 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 11 years ago
ran flow moa.OzaBoost_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: 0.9696, f_measure: 0.911, kappa: 0.8212, kb_relative_information_score: 440752.954, mean_absolute_error: 0.3104, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.911, predictive_accuracy: 0.911, prior_entropy: 1, ram_hours: 0.0039, recall: 0.911, relative_absolute_error: 0.6209, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3356, root_relative_squared_error: 0.6712, run_cpu_time: 258.63,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7613, f_measure: 0.7623, kappa: 0.5226, kb_relative_information_score: 524646, mean_absolute_error: 0.2377, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7624, predictive_accuracy: 0.7623, prior_entropy: 1, ram_hours: 0, recall: 0.7623, relative_absolute_error: 0.4754, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4875, root_relative_squared_error: 0.975, run_cpu_time: 22.02,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7928, f_measure: 0.7942, kappa: 0.5863, kb_relative_information_score: 588794, mean_absolute_error: 0.2056, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7942, predictive_accuracy: 0.7944, prior_entropy: 1, ram_hours: 0, recall: 0.7944, relative_absolute_error: 0.4112, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4534, root_relative_squared_error: 0.9069, run_cpu_time: 23.83,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8795, f_measure: 0.7964, kappa: 0.5916, kb_relative_information_score: 567712.7727, mean_absolute_error: 0.2193, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7971, predictive_accuracy: 0.7962, prior_entropy: 1, ram_hours: 0, recall: 0.7962, relative_absolute_error: 0.4386, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4011, root_relative_squared_error: 0.8023, run_cpu_time: 29.2,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8847, f_measure: 0.7839, kappa: 0.5739, kb_relative_information_score: 399133.5793, mean_absolute_error: 0.3172, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8016, predictive_accuracy: 0.7848, prior_entropy: 1, ram_hours: 0.0002, recall: 0.7848, relative_absolute_error: 0.6344, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3847, root_relative_squared_error: 0.7694, run_cpu_time: 1067.07,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(sonar,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9212, f_measure: 0.8711, kappa: 0.7411, kb_relative_information_score: 674864.5723, mean_absolute_error: 0.1723, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8711, predictive_accuracy: 0.8711, prior_entropy: 1, ram_hours: 0.0001, recall: 0.8711, relative_absolute_error: 0.3445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3214, root_relative_squared_error: 0.6428, run_cpu_time: 38.5,
Jan van Rijn 11 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 11 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,

    Metric:

    Timeline

    Plotting contribution timeline

    Leaderboard

    Rank Name Top Score Entries Highest rank

    Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

    Challenge

    Given a dataset with a nominal target, various data samples of increasing size are defined. A model is build for each individual data sample; from this a learning curve can be drawn.

    Given inputs

    estimation_procedure Interleaved Test then Train
    source_data BNG(sonar,nominal,1000000) (1)
    target_feature Class

    Expected outputs

    evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
    predictions The desired output format Predictions (optional)

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