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Supervised Data Stream Classification on BNG(labor)

Supervised Data Stream Classification on BNG(labor)

Task 2129 Supervised Data Stream Classification BNG(labor) 310 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9516, f_measure: 0.9382, kappa: 0.8657, kb_relative_information_score: 875715.5737, mean_absolute_error: 0.0621, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9394, predictive_accuracy: 0.9379, prior_entropy: 1, recall: 0.9379, relative_absolute_error: 0.1243, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2467, root_relative_squared_error: 0.4935,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9523, f_measure: 0.9391, kappa: 0.8676, kb_relative_information_score: 877493.2961, mean_absolute_error: 0.0613, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9402, predictive_accuracy: 0.9388, prior_entropy: 1, recall: 0.9388, relative_absolute_error: 0.1225, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2447, root_relative_squared_error: 0.4894,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9731, f_measure: 0.9442, kappa: 0.8777, kb_relative_information_score: 857813.0314, mean_absolute_error: 0.0755, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9441, predictive_accuracy: 0.9442, prior_entropy: 1, recall: 0.9442, relative_absolute_error: 0.1511, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2195, root_relative_squared_error: 0.439,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9751, f_measure: 0.9438, kappa: 0.8769, kb_relative_information_score: 857086.1434, mean_absolute_error: 0.0758, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9438, predictive_accuracy: 0.9438, prior_entropy: 1, recall: 0.9438, relative_absolute_error: 0.1516, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2182, root_relative_squared_error: 0.4364,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.962, f_measure: 0.9426, kappa: 0.8739, kb_relative_information_score: 854745.2909, mean_absolute_error: 0.0776, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9426, predictive_accuracy: 0.9428, prior_entropy: 1, recall: 0.9428, relative_absolute_error: 0.1551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2206, root_relative_squared_error: 0.4412,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9677, f_measure: 0.9418, kappa: 0.8724, kb_relative_information_score: 850167.7767, mean_absolute_error: 0.0804, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9418, predictive_accuracy: 0.9419, prior_entropy: 1, recall: 0.9419, relative_absolute_error: 0.1609, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.22, root_relative_squared_error: 0.44,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9657, f_measure: 0.9345, kappa: 0.8555, kb_relative_information_score: 775450.9965, mean_absolute_error: 0.1261, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9356, predictive_accuracy: 0.9352, prior_entropy: 1, recall: 0.9352, relative_absolute_error: 0.2522, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2302, root_relative_squared_error: 0.4604,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9652, f_measure: 0.9425, kappa: 0.8737, kb_relative_information_score: 864895.8033, mean_absolute_error: 0.0708, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9424, predictive_accuracy: 0.9426, prior_entropy: 1, recall: 0.9426, relative_absolute_error: 0.1416, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2223, root_relative_squared_error: 0.4447,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.5083, kappa: -0, kb_relative_information_score: 100771.5063, mean_absolute_error: 0.4606, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5195, predictive_accuracy: 0.647, prior_entropy: 1, recall: 0.647, relative_absolute_error: 0.9212, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4781, root_relative_squared_error: 0.9562,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.9423, kappa: 0.8735, kb_relative_information_score: 884846, mean_absolute_error: 0.0576, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9423, predictive_accuracy: 0.9424, prior_entropy: 1, recall: 0.9424, relative_absolute_error: 0.1152, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.24, root_relative_squared_error: 0.4799,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9319, f_measure: 0.9409, kappa: 0.8701, kb_relative_information_score: 882220, mean_absolute_error: 0.0589, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9409, predictive_accuracy: 0.9411, prior_entropy: 1, recall: 0.9411, relative_absolute_error: 0.1178, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2427, root_relative_squared_error: 0.4853,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9682, f_measure: 0.9417, kappa: 0.8722, kb_relative_information_score: 883145.8971, mean_absolute_error: 0.0585, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9417, predictive_accuracy: 0.9418, prior_entropy: 1, recall: 0.9418, relative_absolute_error: 0.1171, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.234, root_relative_squared_error: 0.468,
Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9374, f_measure: 0.8679, kappa: 0.7053, kb_relative_information_score: 632448.3865, mean_absolute_error: 0.1977, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8776, predictive_accuracy: 0.8726, prior_entropy: 1, recall: 0.8726, relative_absolute_error: 0.3954, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3074, root_relative_squared_error: 0.6149,
Jan van Rijn 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9673, f_measure: 0.924, kappa: 0.8319, kb_relative_information_score: 785624.6923, mean_absolute_error: 0.1137, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9256, predictive_accuracy: 0.925, prior_entropy: 1, recall: 0.925, relative_absolute_error: 0.2275, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2435, root_relative_squared_error: 0.4871,
Jan van Rijn 9 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9751, f_measure: 0.9426, kappa: 0.8741, kb_relative_information_score: 844945.4324, mean_absolute_error: 0.0835, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9426, predictive_accuracy: 0.9428, prior_entropy: 1, recall: 0.9428, relative_absolute_error: 0.167, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.215, root_relative_squared_error: 0.4301,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9475, f_measure: 0.9061, kappa: 0.7943, kb_relative_information_score: 677811.6025, mean_absolute_error: 0.1762, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.906, predictive_accuracy: 0.9061, prior_entropy: 1, recall: 0.9061, relative_absolute_error: 0.3524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.28, root_relative_squared_error: 0.5601,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9537, kappa: 0.8985, kb_relative_information_score: 858049.6026, mean_absolute_error: 0.078, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9538, predictive_accuracy: 0.9539, prior_entropy: 1, recall: 0.9539, relative_absolute_error: 0.1561, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1869, root_relative_squared_error: 0.3738,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9891, f_measure: 0.9537, kappa: 0.8983, kb_relative_information_score: 858070.0907, mean_absolute_error: 0.078, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9537, predictive_accuracy: 0.9538, prior_entropy: 1, recall: 0.9538, relative_absolute_error: 0.156, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1868, root_relative_squared_error: 0.3737,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9354, f_measure: 0.9429, kappa: 0.8748, kb_relative_information_score: 886128, mean_absolute_error: 0.0569, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9431, prior_entropy: 1, recall: 0.9431, relative_absolute_error: 0.1139, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2386, root_relative_squared_error: 0.4772,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.9429, kappa: 0.8748, kb_relative_information_score: 886136, mean_absolute_error: 0.0569, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9431, prior_entropy: 1, recall: 0.9431, relative_absolute_error: 0.1139, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2386, root_relative_squared_error: 0.4772,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9671, f_measure: 0.9437, kappa: 0.8766, kb_relative_information_score: 857670.457, mean_absolute_error: 0.0756, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.9437, prior_entropy: 1, recall: 0.9437, relative_absolute_error: 0.1511, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2167, root_relative_squared_error: 0.4334,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.9103, kappa: 0.8025, kb_relative_information_score: 821578, mean_absolute_error: 0.0892, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9103, predictive_accuracy: 0.9108, prior_entropy: 1, recall: 0.9108, relative_absolute_error: 0.1784, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2987, root_relative_squared_error: 0.5974,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9217, f_measure: 0.9327, kappa: 0.8521, kb_relative_information_score: 866216, mean_absolute_error: 0.0669, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9329, predictive_accuracy: 0.9331, prior_entropy: 1, recall: 0.9331, relative_absolute_error: 0.1338, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2586, root_relative_squared_error: 0.5173,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.9428, kappa: 0.8745, kb_relative_information_score: 885890, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.9429, prior_entropy: 1, recall: 0.9429, relative_absolute_error: 0.1141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2389, root_relative_squared_error: 0.4777,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9351, f_measure: 0.9428, kappa: 0.8745, kb_relative_information_score: 885858, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.9429, prior_entropy: 1, recall: 0.9429, relative_absolute_error: 0.1141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2389, root_relative_squared_error: 0.4778,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.9428, kappa: 0.8745, kb_relative_information_score: 885918, mean_absolute_error: 0.057, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.943, prior_entropy: 1, recall: 0.943, relative_absolute_error: 0.1141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2388, root_relative_squared_error: 0.4777,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9299, f_measure: 0.9391, kappa: 0.8662, kb_relative_information_score: 878694, mean_absolute_error: 0.0607, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9392, predictive_accuracy: 0.9393, prior_entropy: 1, recall: 0.9393, relative_absolute_error: 0.1213, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2463, root_relative_squared_error: 0.4926,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.93, f_measure: 0.9391, kappa: 0.8663, kb_relative_information_score: 878754, mean_absolute_error: 0.0606, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9392, predictive_accuracy: 0.9394, prior_entropy: 1, recall: 0.9394, relative_absolute_error: 0.1212, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2462, root_relative_squared_error: 0.4924,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9299, f_measure: 0.9391, kappa: 0.8662, kb_relative_information_score: 878708, mean_absolute_error: 0.0606, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9392, predictive_accuracy: 0.9394, prior_entropy: 1, recall: 0.9394, relative_absolute_error: 0.1213, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2463, root_relative_squared_error: 0.4925,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.9465, kappa: 0.8825, kb_relative_information_score: 841833.3463, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9465, predictive_accuracy: 0.9466, prior_entropy: 1, recall: 0.9466, relative_absolute_error: 0.1734, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2009, root_relative_squared_error: 0.4018,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9177, f_measure: 0.9294, kappa: 0.8446, kb_relative_information_score: 859614, mean_absolute_error: 0.0702, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9296, predictive_accuracy: 0.9298, prior_entropy: 1, recall: 0.9298, relative_absolute_error: 0.1404, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2649, root_relative_squared_error: 0.5299,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9354, f_measure: 0.9429, kappa: 0.8748, kb_relative_information_score: 886128, mean_absolute_error: 0.0569, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9429, predictive_accuracy: 0.9431, prior_entropy: 1, recall: 0.9431, relative_absolute_error: 0.1139, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2386, root_relative_squared_error: 0.4772,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9852, f_measure: 0.9465, kappa: 0.8825, kb_relative_information_score: 841897.7889, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9465, predictive_accuracy: 0.9467, prior_entropy: 1, recall: 0.9467, relative_absolute_error: 0.1733, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.201, root_relative_squared_error: 0.402,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9293, f_measure: 0.9387, kappa: 0.8652, kb_relative_information_score: 877792, mean_absolute_error: 0.0611, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9387, predictive_accuracy: 0.9389, prior_entropy: 1, recall: 0.9389, relative_absolute_error: 0.1222, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2472, root_relative_squared_error: 0.4944,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9889, f_measure: 0.9533, kappa: 0.8975, kb_relative_information_score: 857737.6297, mean_absolute_error: 0.0781, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9533, predictive_accuracy: 0.9534, prior_entropy: 1, recall: 0.9534, relative_absolute_error: 0.1562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1876, root_relative_squared_error: 0.3752,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9467, kappa: 0.8831, kb_relative_information_score: 842441.6061, mean_absolute_error: 0.0864, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9468, predictive_accuracy: 0.9469, prior_entropy: 1, recall: 0.9469, relative_absolute_error: 0.1727, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2008, root_relative_squared_error: 0.4016,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9299, f_measure: 0.9391, kappa: 0.8662, kb_relative_information_score: 878694, mean_absolute_error: 0.0607, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9392, predictive_accuracy: 0.9393, prior_entropy: 1, recall: 0.9393, relative_absolute_error: 0.1213, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2463, root_relative_squared_error: 0.4926,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9887, f_measure: 0.9532, kappa: 0.8972, kb_relative_information_score: 858152.3521, mean_absolute_error: 0.0778, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9532, predictive_accuracy: 0.9533, prior_entropy: 1, recall: 0.9533, relative_absolute_error: 0.1556, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1881, root_relative_squared_error: 0.3762,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9351, f_measure: 0.9428, kappa: 0.8744, kb_relative_information_score: 885802, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9427, predictive_accuracy: 0.9429, prior_entropy: 1, recall: 0.9429, relative_absolute_error: 0.1142, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.239, root_relative_squared_error: 0.4779,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.9428, kappa: 0.8745, kb_relative_information_score: 885890, mean_absolute_error: 0.0571, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.9429, prior_entropy: 1, recall: 0.9429, relative_absolute_error: 0.1141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2389, root_relative_squared_error: 0.4777,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9737, f_measure: 0.9424, kappa: 0.8736, kb_relative_information_score: 843228.7732, mean_absolute_error: 0.0845, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9424, predictive_accuracy: 0.9426, prior_entropy: 1, recall: 0.9426, relative_absolute_error: 0.1689, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2169, root_relative_squared_error: 0.4337,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9353, kappa: 0.8572, kb_relative_information_score: 745394.4546, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9364, predictive_accuracy: 0.936, prior_entropy: 1, recall: 0.936, relative_absolute_error: 0.287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.4665,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9353, kappa: 0.8571, kb_relative_information_score: 745408.822, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9364, predictive_accuracy: 0.936, prior_entropy: 1, recall: 0.936, relative_absolute_error: 0.287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.4666,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9463, kappa: 0.8822, kb_relative_information_score: 841969.5263, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.4035,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9463, kappa: 0.8822, kb_relative_information_score: 841969.5263, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.4035,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9463, kappa: 0.8822, kb_relative_information_score: 841969.5263, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.4035,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9352, kappa: 0.8568, kb_relative_information_score: 745456.0782, mean_absolute_error: 0.1434, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9363, predictive_accuracy: 0.9358, prior_entropy: 1, recall: 0.9358, relative_absolute_error: 0.2868, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2335, root_relative_squared_error: 0.4669,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.9428, kappa: 0.8745, kb_relative_information_score: 844107.5314, mean_absolute_error: 0.084, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.9429, prior_entropy: 1, recall: 0.9429, relative_absolute_error: 0.168, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4328,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9463, kappa: 0.8822, kb_relative_information_score: 841969.5263, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.4035,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9852, f_measure: 0.9465, kappa: 0.8825, kb_relative_information_score: 841897.7889, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9465, predictive_accuracy: 0.9467, prior_entropy: 1, recall: 0.9467, relative_absolute_error: 0.1733, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.201, root_relative_squared_error: 0.402,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9463, kappa: 0.8822, kb_relative_information_score: 841969.5263, mean_absolute_error: 0.0865, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9463, predictive_accuracy: 0.9465, prior_entropy: 1, recall: 0.9465, relative_absolute_error: 0.1731, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2018, root_relative_squared_error: 0.4035,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9353, kappa: 0.8571, kb_relative_information_score: 745408.822, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9364, predictive_accuracy: 0.936, prior_entropy: 1, recall: 0.936, relative_absolute_error: 0.287, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.4666,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9467, kappa: 0.8831, kb_relative_information_score: 842440.2235, mean_absolute_error: 0.0864, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9468, predictive_accuracy: 0.9469, prior_entropy: 1, recall: 0.9469, relative_absolute_error: 0.1727, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2008, root_relative_squared_error: 0.4016,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9836, f_measure: 0.9458, kappa: 0.8811, kb_relative_information_score: 843009.6737, mean_absolute_error: 0.0858, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9458, predictive_accuracy: 0.946, prior_entropy: 1, recall: 0.946, relative_absolute_error: 0.1715, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2031, root_relative_squared_error: 0.4061,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9731, f_measure: 0.919, kappa: 0.8201, kb_relative_information_score: 774672.5573, mean_absolute_error: 0.1206, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9234, predictive_accuracy: 0.9207, prior_entropy: 1, recall: 0.9207, relative_absolute_error: 0.2413, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2435, root_relative_squared_error: 0.4871,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9561, f_measure: 0.9054, kappa: 0.7929, kb_relative_information_score: 775163.9712, mean_absolute_error: 0.117, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9054, predictive_accuracy: 0.9054, prior_entropy: 1, recall: 0.9054, relative_absolute_error: 0.234, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5438,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9239, f_measure: 0.8828, kappa: 0.7386, kb_relative_information_score: 618664.0556, mean_absolute_error: 0.2086, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8919, predictive_accuracy: 0.8866, prior_entropy: 1, recall: 0.8866, relative_absolute_error: 0.4173, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3035, root_relative_squared_error: 0.607,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8873, f_measure: 0.8647, kappa: 0.7001, kb_relative_information_score: 727729.7169, mean_absolute_error: 0.1368, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8665, predictive_accuracy: 0.867, prior_entropy: 1, recall: 0.867, relative_absolute_error: 0.2737, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.341, root_relative_squared_error: 0.6821,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
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(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9196, f_measure: 0.9151, kappa: 0.8117, kb_relative_information_score: 831222.2578, mean_absolute_error: 0.0846, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9184, predictive_accuracy: 0.9166, prior_entropy: 1, recall: 0.9166, relative_absolute_error: 0.1692, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2755, root_relative_squared_error: 0.551,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9635, f_measure: 0.9085, kappa: 0.7979, kb_relative_information_score: 713996.7646, mean_absolute_error: 0.1556, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9096, predictive_accuracy: 0.9096, prior_entropy: 1, recall: 0.9096, relative_absolute_error: 0.3112, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2614, root_relative_squared_error: 0.5228,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.9348, kappa: 0.8565, kb_relative_information_score: 818160.797, mean_absolute_error: 0.0978, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9349, predictive_accuracy: 0.9351, prior_entropy: 1, recall: 0.9351, relative_absolute_error: 0.1955, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2216, root_relative_squared_error: 0.4432,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9789, f_measure: 0.9365, kappa: 0.8604, kb_relative_information_score: 811955.1148, mean_absolute_error: 0.102, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9367, predictive_accuracy: 0.9369, prior_entropy: 1, recall: 0.9369, relative_absolute_error: 0.204, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2189, root_relative_squared_error: 0.4377,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9754, f_measure: 0.9369, kappa: 0.8616, kb_relative_information_score: 810360.1722, mean_absolute_error: 0.1041, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9369, predictive_accuracy: 0.937, prior_entropy: 1, recall: 0.937, relative_absolute_error: 0.2081, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2193, root_relative_squared_error: 0.4386,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9561, f_measure: 0.9054, kappa: 0.7929, kb_relative_information_score: 775243.0668, mean_absolute_error: 0.117, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9054, predictive_accuracy: 0.9054, prior_entropy: 1, recall: 0.9054, relative_absolute_error: 0.2339, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5437,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9032, f_measure: 0.9139, kappa: 0.81, kb_relative_information_score: 829560.4488, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9148, predictive_accuracy: 0.9149, prior_entropy: 1, recall: 0.9149, relative_absolute_error: 0.1705, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2881, root_relative_squared_error: 0.5762,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6913, f_measure: 0.6177, kappa: 0.1695, kb_relative_information_score: 279881.3592, mean_absolute_error: 0.357, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6208, predictive_accuracy: 0.6151, prior_entropy: 1, recall: 0.6151, relative_absolute_error: 0.7141, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5113, root_relative_squared_error: 1.0226,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9782, f_measure: 0.9387, kappa: 0.8655, kb_relative_information_score: 816929.5013, mean_absolute_error: 0.0993, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9387, predictive_accuracy: 0.9389, prior_entropy: 1, recall: 0.9389, relative_absolute_error: 0.1985, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2168, root_relative_squared_error: 0.4337,
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(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9517, f_measure: 0.9349, kappa: 0.8567, kb_relative_information_score: 865710.9878, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9351, predictive_accuracy: 0.9353, prior_entropy: 1, recall: 0.9353, relative_absolute_error: 0.1353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2365, root_relative_squared_error: 0.473,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7676, f_measure: 0.812, kappa: 0.5794, kb_relative_information_score: 486416.0433, mean_absolute_error: 0.2776, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8513, predictive_accuracy: 0.827, prior_entropy: 1, recall: 0.827, relative_absolute_error: 0.5551, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3725, root_relative_squared_error: 0.7451,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8201, f_measure: 0.8148, kappa: 0.5854, kb_relative_information_score: 622459.6443, mean_absolute_error: 0.1924, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8439, predictive_accuracy: 0.8275, prior_entropy: 1, recall: 0.8275, relative_absolute_error: 0.3847, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3891, root_relative_squared_error: 0.7781,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9755, f_measure: 0.9343, kappa: 0.856, kb_relative_information_score: 798343.8498, mean_absolute_error: 0.1104, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9343, predictive_accuracy: 0.9345, prior_entropy: 1, recall: 0.9345, relative_absolute_error: 0.2207, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2261, root_relative_squared_error: 0.4521,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5083, kappa: -0, kb_relative_information_score: 293995.7776, mean_absolute_error: 0.353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4186, predictive_accuracy: 0.647, prior_entropy: 1, recall: 0.647, relative_absolute_error: 0.706, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5941, root_relative_squared_error: 1.1883,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.899, f_measure: 0.9077, kappa: 0.7964, kb_relative_information_score: 750740.9151, mean_absolute_error: 0.1359, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9082, predictive_accuracy: 0.9086, prior_entropy: 1, recall: 0.9086, relative_absolute_error: 0.2718, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2863, root_relative_squared_error: 0.5726,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8421, f_measure: 0.8223, kappa: 0.61, kb_relative_information_score: 621912.5059, mean_absolute_error: 0.1925, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8219, predictive_accuracy: 0.8227, prior_entropy: 1, recall: 0.8227, relative_absolute_error: 0.385, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.383, root_relative_squared_error: 0.766,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8029, f_measure: 0.8124, kappa: 0.5803, kb_relative_information_score: 513968.7481, mean_absolute_error: 0.262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.851, predictive_accuracy: 0.8272, prior_entropy: 1, recall: 0.8272, relative_absolute_error: 0.524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.362, root_relative_squared_error: 0.7239,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9744, f_measure: 0.9413, kappa: 0.8711, kb_relative_information_score: 840122.0137, mean_absolute_error: 0.0862, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9413, predictive_accuracy: 0.9415, prior_entropy: 1, recall: 0.9415, relative_absolute_error: 0.1725, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.218, root_relative_squared_error: 0.436,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.9194, kappa: 0.8225, kb_relative_information_score: 789354.7697, mean_absolute_error: 0.114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9199, prior_entropy: 1, recall: 0.9199, relative_absolute_error: 0.2281, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.5512,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087, run_cpu_time: 4.1682,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7612, f_measure: 0.812, kappa: 0.5794, kb_relative_information_score: 654274, mean_absolute_error: 0.1729, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8513, predictive_accuracy: 0.827, prior_entropy: 1, ram_hours: 0, recall: 0.827, relative_absolute_error: 0.3457, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4155, root_relative_squared_error: 0.8309, run_cpu_time: 3.4136,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9215, f_measure: 0.9316, kappa: 0.8496, kb_relative_information_score: 864040, mean_absolute_error: 0.068, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9316, predictive_accuracy: 0.9319, prior_entropy: 1, ram_hours: 0, recall: 0.9319, relative_absolute_error: 0.136, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2603, root_relative_squared_error: 0.5205, run_cpu_time: 6.5253,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -294000, mean_absolute_error: 0.647, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0.0005, recall: 0.353, relative_absolute_error: 1.294, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8044, root_relative_squared_error: 1.6087, run_cpu_time: 32.0483,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.9428, kappa: 0.8746, kb_relative_information_score: 844608.6855, mean_absolute_error: 0.0838, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.943, prior_entropy: 1, ram_hours: 0, recall: 0.943, relative_absolute_error: 0.1675, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4329, run_cpu_time: 14.83,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9004, f_measure: 0.9194, kappa: 0.8225, kb_relative_information_score: 789354.7697, mean_absolute_error: 0.114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9195, predictive_accuracy: 0.9199, prior_entropy: 1, ram_hours: 0, recall: 0.9199, relative_absolute_error: 0.2281, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2756, root_relative_squared_error: 0.5512, run_cpu_time: 4.2794,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8971, f_measure: 0.9139, kappa: 0.8099, kb_relative_information_score: 829688, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9148, predictive_accuracy: 0.9148, prior_entropy: 1, ram_hours: 0, recall: 0.9148, relative_absolute_error: 0.1703, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2918, root_relative_squared_error: 0.5836, run_cpu_time: 3.4487,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9294, f_measure: 0.8915, kappa: 0.7593, kb_relative_information_score: 736735.0108, mean_absolute_error: 0.1391, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8944, predictive_accuracy: 0.8935, prior_entropy: 1, ram_hours: 0, recall: 0.8935, relative_absolute_error: 0.2782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2839, root_relative_squared_error: 0.5678, run_cpu_time: 7.2,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.951, kappa: 0.8925, kb_relative_information_score: 605402.8908, mean_absolute_error: 0.2268, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.951, predictive_accuracy: 0.9511, prior_entropy: 1, ram_hours: 0.0007, recall: 0.9511, relative_absolute_error: 0.4535, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2653, root_relative_squared_error: 0.5307, run_cpu_time: 96.8799,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9733, f_measure: 0.9428, kappa: 0.8746, kb_relative_information_score: 844608.6855, mean_absolute_error: 0.0838, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9428, predictive_accuracy: 0.943, prior_entropy: 1, ram_hours: 0, recall: 0.943, relative_absolute_error: 0.1675, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2164, root_relative_squared_error: 0.4329, run_cpu_time: 8.2226,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.89, f_measure: 0.8665, kappa: 0.7018, kb_relative_information_score: 590037.6252, mean_absolute_error: 0.2199, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8787, predictive_accuracy: 0.8718, prior_entropy: 1, ram_hours: 0.0073, recall: 0.8718, relative_absolute_error: 0.4398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3275, root_relative_squared_error: 0.655, run_cpu_time: 213.6705,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.89, f_measure: 0.8665, kappa: 0.7018, kb_relative_information_score: 590037.6252, mean_absolute_error: 0.2199, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8787, predictive_accuracy: 0.8718, prior_entropy: 1, ram_hours: 0.0123, recall: 0.8718, relative_absolute_error: 0.4398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3275, root_relative_squared_error: 0.655, run_cpu_time: 362.69,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.956, f_measure: 0.9054, kappa: 0.7929, kb_relative_information_score: 775204.1363, mean_absolute_error: 0.117, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9054, predictive_accuracy: 0.9054, prior_entropy: 1, ram_hours: 0, recall: 0.9054, relative_absolute_error: 0.234, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5438, run_cpu_time: 6.3872,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1842, kb_relative_information_score: -293712, mean_absolute_error: 0.6469, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1246, predictive_accuracy: 0.353, prior_entropy: 1, ram_hours: 0.001, recall: 0.353, relative_absolute_error: 1.2937, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8041, root_relative_squared_error: 1.6082, run_cpu_time: 35.3643,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.5438, kappa: 0.0012, kb_relative_information_score: 87502, mean_absolute_error: 0.4562, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5438, predictive_accuracy: 0.5438, prior_entropy: 1, ram_hours: 0, recall: 0.5438, relative_absolute_error: 0.9125, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6755, root_relative_squared_error: 1.3509, run_cpu_time: 5.76,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9627, f_measure: 0.9125, kappa: 0.808, kb_relative_information_score: 785126.0375, mean_absolute_error: 0.1128, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9124, predictive_accuracy: 0.9126, prior_entropy: 1, ram_hours: 0, recall: 0.9126, relative_absolute_error: 0.2255, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2579, root_relative_squared_error: 0.5159, run_cpu_time: 8.4303,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(labor)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9582, f_measure: 0.9131, kappa: 0.8084, kb_relative_information_score: 754371.3473, mean_absolute_error: 0.1327, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9134, predictive_accuracy: 0.9137, prior_entropy: 1, ram_hours: 0, recall: 0.9137, relative_absolute_error: 0.2655, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2615, root_relative_squared_error: 0.5229, run_cpu_time: 5.5936,

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(labor) (2)
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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