Task
Supervised Data Stream Classification on BNG(breast-cancer,nominal,1000000)

Supervised Data Stream Classification on BNG(breast-cancer,nominal,1000000)

Task 127 Supervised Data Stream Classification BNG(breast-cancer,nominal,1000000) 44 runs submitted
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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(breast-cancer,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6397, f_measure: 0.7303, kappa: 0.3253, kb_relative_information_score: 521169.9621, mean_absolute_error: 0.2394, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7502, predictive_accuracy: 0.7606, prior_entropy: 1, recall: 0.7606, relative_absolute_error: 0.4788, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4892, root_relative_squared_error: 0.9784,
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(breast-cancer,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6584, f_measure: 0.7371, kappa: 0.3474, kb_relative_information_score: 506813.1553, mean_absolute_error: 0.2466, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7379, predictive_accuracy: 0.7534, prior_entropy: 1, recall: 0.7534, relative_absolute_error: 0.4932, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4965, root_relative_squared_error: 0.9929,
Jan van Rijn 10 years ago
ran flow moa.SGD(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: 0.7382, f_measure: 0.7198, kappa: 0.2993, kb_relative_information_score: 325934.0945, mean_absolute_error: 0.354, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7336, predictive_accuracy: 0.7496, prior_entropy: 1, recall: 0.7496, relative_absolute_error: 0.7081, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4184, root_relative_squared_error: 0.8367,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(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: 0.7792, f_measure: 0.7442, kappa: 0.3728, kb_relative_information_score: 422787.5773, mean_absolute_error: 0.2992, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7413, predictive_accuracy: 0.7525, prior_entropy: 1, recall: 0.7525, relative_absolute_error: 0.5984, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4155, root_relative_squared_error: 0.831,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(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: 0.7864, f_measure: 0.7541, kappa: 0.3891, kb_relative_information_score: 394432.5518, mean_absolute_error: 0.3182, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.758, predictive_accuracy: 0.7703, prior_entropy: 1, recall: 0.7703, relative_absolute_error: 0.6364, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4004, root_relative_squared_error: 0.8009,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_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, 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,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(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: 0.6135, f_measure: 0.7056, kappa: 0.2635, kb_relative_information_score: 479780.2395, mean_absolute_error: 0.2602, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7208, predictive_accuracy: 0.7401, prior_entropy: 1, recall: 0.7401, relative_absolute_error: 0.5204, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.508, root_relative_squared_error: 1.0159,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(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: 0.6097, f_measure: 0.6529, kappa: 0.1545, kb_relative_information_score: 292058.6879, mean_absolute_error: 0.3558, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6474, predictive_accuracy: 0.6603, prior_entropy: 1, recall: 0.6603, relative_absolute_error: 0.7115, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5292, root_relative_squared_error: 1.0585,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(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: 0.7413, f_measure: 0.736, kappa: 0.34, kb_relative_information_score: 349150.1212, mean_absolute_error: 0.3455, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7509, predictive_accuracy: 0.7626, prior_entropy: 1, recall: 0.7626, relative_absolute_error: 0.6909, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.415, root_relative_squared_error: 0.83,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(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: 0.6965, f_measure: 0.7241, kappa: 0.3147, kb_relative_information_score: 365115.315, mean_absolute_error: 0.3334, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7243, predictive_accuracy: 0.7422, prior_entropy: 1, recall: 0.7422, relative_absolute_error: 0.6668, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4335, root_relative_squared_error: 0.867,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(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: 0.6799, f_measure: 0.7202, kappa: 0.3112, kb_relative_information_score: 286089.4512, mean_absolute_error: 0.3742, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7164, predictive_accuracy: 0.7314, prior_entropy: 1, recall: 0.7314, relative_absolute_error: 0.7483, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4301, root_relative_squared_error: 0.8602,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(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: 0.6002, f_measure: 0.6912, kappa: 0.2293, kb_relative_information_score: 437282, mean_absolute_error: 0.2814, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6919, predictive_accuracy: 0.7186, prior_entropy: 1, recall: 0.7186, relative_absolute_error: 0.5627, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5304, root_relative_squared_error: 1.0609,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(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: 0.7143, f_measure: 0.7138, kappa: 0.2911, kb_relative_information_score: 359940.1341, mean_absolute_error: 0.3319, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.711, predictive_accuracy: 0.7297, prior_entropy: 1, recall: 0.7297, relative_absolute_error: 0.6637, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4381, root_relative_squared_error: 0.8762,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(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: 0.669, f_measure: 0.7246, kappa: 0.3114, kb_relative_information_score: 502550.6886, mean_absolute_error: 0.2488, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7383, predictive_accuracy: 0.7532, prior_entropy: 1, recall: 0.7532, relative_absolute_error: 0.4976, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4867, root_relative_squared_error: 0.9734,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(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: 0.6633, f_measure: 0.7354, kappa: 0.3444, kb_relative_information_score: 332444.8923, mean_absolute_error: 0.3537, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7351, predictive_accuracy: 0.7506, prior_entropy: 1, recall: 0.7506, relative_absolute_error: 0.7074, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4295, root_relative_squared_error: 0.859,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(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: 0.7788, f_measure: 0.744, kappa: 0.3717, kb_relative_information_score: 425152.5065, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7412, predictive_accuracy: 0.7528, prior_entropy: 1, recall: 0.7528, relative_absolute_error: 0.5957, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4157, root_relative_squared_error: 0.8314,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(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: 0.6707, f_measure: 0.7161, kappa: 0.3197, kb_relative_information_score: 284023.9632, mean_absolute_error: 0.3744, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7158, predictive_accuracy: 0.7164, prior_entropy: 1, recall: 0.7164, relative_absolute_error: 0.7489, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4326, root_relative_squared_error: 0.8653,
Jan van Rijn 10 years ago
ran flow moa.ORTO(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, 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,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(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: 0.6228, f_measure: 0.7148, kappa: 0.2866, kb_relative_information_score: 301077.8737, mean_absolute_error: 0.3703, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7398, predictive_accuracy: 0.7514, prior_entropy: 1, recall: 0.7514, relative_absolute_error: 0.7407, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.436, root_relative_squared_error: 0.8721,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(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: 0.7665, f_measure: 0.7378, kappa: 0.3452, kb_relative_information_score: 379684.5647, mean_absolute_error: 0.3252, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7487, predictive_accuracy: 0.7618, prior_entropy: 1, ram_hours: 0, recall: 0.7618, relative_absolute_error: 0.6505, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4084, root_relative_squared_error: 0.8167, run_cpu_time: 9.72,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(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: 0.7866, f_measure: 0.7613, kappa: 0.4059, kb_relative_information_score: 419426.0578, mean_absolute_error: 0.3053, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7686, predictive_accuracy: 0.7787, prior_entropy: 1, ram_hours: 0, recall: 0.7787, relative_absolute_error: 0.6106, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3986, root_relative_squared_error: 0.7973, run_cpu_time: 24.91,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(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: 0.7123, f_measure: 0.7092, kappa: 0.2982, kb_relative_information_score: 268644.6975, mean_absolute_error: 0.3801, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7071, predictive_accuracy: 0.7117, prior_entropy: 1, ram_hours: 0.2889, recall: 0.7117, relative_absolute_error: 0.7602, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4391, root_relative_squared_error: 0.8783, run_cpu_time: 7331.63,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(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: 0.7605, f_measure: 0.7384, kappa: 0.3652, kb_relative_information_score: 152199.7408, mean_absolute_error: 0.4391, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7357, predictive_accuracy: 0.7426, prior_entropy: 1, ram_hours: 0.0004, recall: 0.7426, relative_absolute_error: 0.8782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4499, root_relative_squared_error: 0.8999, run_cpu_time: 85.59,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(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: 5.8,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(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: 0.6079, f_measure: 0.6879, kappa: 0.2315, kb_relative_information_score: 401508, mean_absolute_error: 0.2992, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6822, predictive_accuracy: 0.7008, prior_entropy: 1, ram_hours: 0, recall: 0.7008, relative_absolute_error: 0.5985, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.547, root_relative_squared_error: 1.0941, run_cpu_time: 4.82,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(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: 0.7951, f_measure: 0.7604, kappa: 0.4027, kb_relative_information_score: 399328.1308, mean_absolute_error: 0.3173, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.771, predictive_accuracy: 0.7799, prior_entropy: 1, ram_hours: 0.0003, recall: 0.7799, relative_absolute_error: 0.6347, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3948, root_relative_squared_error: 0.7897, run_cpu_time: 90.59,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(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: 0.6958, f_measure: 0.7216, kappa: 0.3106, kb_relative_information_score: 336624.1211, mean_absolute_error: 0.3463, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7195, predictive_accuracy: 0.737, prior_entropy: 1, ram_hours: 0, recall: 0.737, relative_absolute_error: 0.6927, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4365, root_relative_squared_error: 0.873, run_cpu_time: 5.9,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(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: 0.7968, f_measure: 0.7606, kappa: 0.4034, kb_relative_information_score: 397420.4973, mean_absolute_error: 0.3184, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7707, predictive_accuracy: 0.7798, prior_entropy: 1, ram_hours: 0.0002, recall: 0.7798, relative_absolute_error: 0.6368, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3945, root_relative_squared_error: 0.7891, run_cpu_time: 64.7,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(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: 0.5848, f_measure: 0.6817, kappa: 0.204, kb_relative_information_score: 447264, mean_absolute_error: 0.2764, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6963, predictive_accuracy: 0.7238, prior_entropy: 1, ram_hours: 0, recall: 0.7238, relative_absolute_error: 0.5527, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5255, root_relative_squared_error: 1.0509, run_cpu_time: 4.87,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(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: 405266, mean_absolute_error: 0.2974, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.494, predictive_accuracy: 0.7028, prior_entropy: 1, ram_hours: 0.0015, recall: 0.7028, relative_absolute_error: 0.5947, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5451, root_relative_squared_error: 1.0902, run_cpu_time: 74.62,
Jan van Rijn 11 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 11 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 11 years ago
ran flow moa.NoChange(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: 0.4999, f_measure: 0.5822, kappa: -0.0002, kb_relative_information_score: 164352, mean_absolute_error: 0.4178, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5822, predictive_accuracy: 0.5822, prior_entropy: 1, ram_hours: 0, recall: 0.5822, relative_absolute_error: 0.8356, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6464, root_relative_squared_error: 1.2928, run_cpu_time: 4.74,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(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: 0.6602, f_measure: 0.7418, kappa: 0.3577, kb_relative_information_score: 519518, mean_absolute_error: 0.2402, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7454, predictive_accuracy: 0.7599, prior_entropy: 1, ram_hours: 0, recall: 0.7599, relative_absolute_error: 0.4805, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4899, root_relative_squared_error: 0.9798, run_cpu_time: 9.51,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(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: 0.6228, f_measure: 0.7148, kappa: 0.2866, kb_relative_information_score: 301077.8737, mean_absolute_error: 0.3703, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7398, predictive_accuracy: 0.7514, prior_entropy: 1, ram_hours: 0, recall: 0.7514, relative_absolute_error: 0.7407, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.436, root_relative_squared_error: 0.8721, run_cpu_time: 6.57,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(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: 0.7646, f_measure: 0.7378, kappa: 0.3555, kb_relative_information_score: 417630.4315, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7349, predictive_accuracy: 0.7476, prior_entropy: 1, ram_hours: 0, recall: 0.7476, relative_absolute_error: 0.6024, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4229, root_relative_squared_error: 0.8457, run_cpu_time: 6.94,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(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: 0.4989, f_measure: 0.5802, kappa: -0, kb_relative_information_score: 199314.2217, mean_absolute_error: 0.4177, 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: 0.8354, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.457, root_relative_squared_error: 0.914, run_cpu_time: 8.51,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(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: 0.7883, f_measure: 0.7621, kappa: 0.408, kb_relative_information_score: 419020.5634, mean_absolute_error: 0.3057, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7691, predictive_accuracy: 0.7792, prior_entropy: 1, ram_hours: 0, recall: 0.7792, relative_absolute_error: 0.6114, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.795, run_cpu_time: 11.17,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(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: 0.7792, f_measure: 0.7441, kappa: 0.3722, kb_relative_information_score: 425514.7051, mean_absolute_error: 0.2977, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7413, predictive_accuracy: 0.7528, prior_entropy: 1, ram_hours: 0, recall: 0.7528, relative_absolute_error: 0.5953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4157, root_relative_squared_error: 0.8314, run_cpu_time: 6.63,
Jan van Rijn 11 years ago
ran flow moa.kNN(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: 0.737, f_measure: 0.7113, kappa: 0.2786, kb_relative_information_score: 358842.036, mean_absolute_error: 0.3362, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7481, predictive_accuracy: 0.7533, prior_entropy: 1, ram_hours: 0, recall: 0.7533, relative_absolute_error: 0.6724, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.418, root_relative_squared_error: 0.8359, run_cpu_time: 234.15,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(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: 0.7883, f_measure: 0.7621, kappa: 0.408, kb_relative_information_score: 419020.5634, mean_absolute_error: 0.3057, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7691, predictive_accuracy: 0.7792, prior_entropy: 1, ram_hours: 0, recall: 0.7792, relative_absolute_error: 0.6114, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.795, run_cpu_time: 10.02,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(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: 0.7372, f_measure: 0.7128, kappa: 0.2822, kb_relative_information_score: 358858.3904, mean_absolute_error: 0.3362, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7477, predictive_accuracy: 0.7537, prior_entropy: 1, ram_hours: 0.0005, recall: 0.7537, relative_absolute_error: 0.6724, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4179, root_relative_squared_error: 0.8358, run_cpu_time: 3524.96,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(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: 0.7959, f_measure: 0.7619, kappa: 0.4077, kb_relative_information_score: 414830.8633, mean_absolute_error: 0.3082, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7688, predictive_accuracy: 0.779, prior_entropy: 1, ram_hours: 0.0021, recall: 0.779, relative_absolute_error: 0.6163, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.395, root_relative_squared_error: 0.79, run_cpu_time: 179.07,
Jan van Rijn 11 years ago
ran flow moa.SGD(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: 0.6112, f_measure: 0.7055, kappa: 0.2634, kb_relative_information_score: 480086, mean_absolute_error: 0.26, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7207, predictive_accuracy: 0.74, prior_entropy: 1, ram_hours: 0, recall: 0.74, relative_absolute_error: 0.5199, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5099, root_relative_squared_error: 1.0197, run_cpu_time: 4.87,

    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(breast-cancer,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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