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Supervised Data Stream Classification on BNG(credit-g)

Supervised Data Stream Classification on BNG(credit-g)

Task 2156 Supervised Data Stream Classification BNG(credit-g) 204 runs submitted
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Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7331, f_measure: 0.7562, kappa: 0.3961, kb_relative_information_score: 552980.1338, mean_absolute_error: 0.2236, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7681, predictive_accuracy: 0.7767, prior_entropy: 1, recall: 0.7767, relative_absolute_error: 0.4471, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4655, root_relative_squared_error: 0.931,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7323, f_measure: 0.7573, kappa: 0.399, kb_relative_information_score: 554270.5798, mean_absolute_error: 0.2229, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7686, predictive_accuracy: 0.7773, prior_entropy: 1, recall: 0.7773, relative_absolute_error: 0.4458, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4654, root_relative_squared_error: 0.9309,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6965, f_measure: 0.7099, kappa: 0.2817, kb_relative_information_score: 498938.4346, mean_absolute_error: 0.2518, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7592, predictive_accuracy: 0.7552, prior_entropy: 1, recall: 0.7552, relative_absolute_error: 0.5035, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4778, root_relative_squared_error: 0.9556,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.689, f_measure: 0.7111, kappa: 0.2845, kb_relative_information_score: 497047.7413, mean_absolute_error: 0.253, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7583, predictive_accuracy: 0.7555, prior_entropy: 1, recall: 0.7555, relative_absolute_error: 0.506, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4782, root_relative_squared_error: 0.9563,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7334, f_measure: 0.664, kappa: 0.1772, kb_relative_information_score: 421794.7348, mean_absolute_error: 0.2949, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7426, predictive_accuracy: 0.7329, prior_entropy: 1, recall: 0.7329, relative_absolute_error: 0.5898, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.45, root_relative_squared_error: 0.8999,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5993, f_measure: 0.6956, kappa: 0.248, kb_relative_information_score: 494032, mean_absolute_error: 0.253, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7502, predictive_accuracy: 0.747, prior_entropy: 1, recall: 0.747, relative_absolute_error: 0.506, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.503, root_relative_squared_error: 1.006,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7007, f_measure: 0.7041, kappa: 0.2676, kb_relative_information_score: 494634.3799, mean_absolute_error: 0.2532, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7528, predictive_accuracy: 0.7511, prior_entropy: 1, recall: 0.7511, relative_absolute_error: 0.5063, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4813, root_relative_squared_error: 0.9625,
Joaquin Vanschoren 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7399, f_measure: 0.6831, kappa: 0.215, kb_relative_information_score: 350089.4437, mean_absolute_error: 0.3368, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7142, predictive_accuracy: 0.7315, prior_entropy: 1, recall: 0.7315, relative_absolute_error: 0.6736, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4228, root_relative_squared_error: 0.8456,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7343, f_measure: 0.7207, kappa: 0.3068, kb_relative_information_score: 510710.8824, mean_absolute_error: 0.2452, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7539, predictive_accuracy: 0.758, prior_entropy: 1, recall: 0.758, relative_absolute_error: 0.4903, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4812, root_relative_squared_error: 0.9625,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5009, f_measure: 0.5762, kb_relative_information_score: 348155.4144, mean_absolute_error: 0.3343, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6686, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5063, root_relative_squared_error: 1.0126,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5432, f_measure: 0.6349, kappa: 0.1148, kb_relative_information_score: 440390, mean_absolute_error: 0.2798, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7302, predictive_accuracy: 0.7202, prior_entropy: 1, recall: 0.7202, relative_absolute_error: 0.5596, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.529, root_relative_squared_error: 1.0579,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6614, f_measure: 0.7084, kappa: 0.2774, kb_relative_information_score: 491067.6955, mean_absolute_error: 0.2559, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7516, predictive_accuracy: 0.7525, prior_entropy: 1, recall: 0.7525, relative_absolute_error: 0.5119, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4748, root_relative_squared_error: 0.9496,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7647, f_measure: 0.7511, kappa: 0.3827, kb_relative_information_score: 547210.9479, mean_absolute_error: 0.2267, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7661, predictive_accuracy: 0.774, prior_entropy: 1, recall: 0.774, relative_absolute_error: 0.4534, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4627, root_relative_squared_error: 0.9255,
Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6204, f_measure: 0.6444, kappa: 0.1505, kb_relative_information_score: 288450.2303, mean_absolute_error: 0.3562, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6431, predictive_accuracy: 0.6458, prior_entropy: 1, recall: 0.6458, relative_absolute_error: 0.7124, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.573, root_relative_squared_error: 1.146,
Joaquin Vanschoren 9 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7969, f_measure: 0.7652, kappa: 0.4234, kb_relative_information_score: 433651.2764, mean_absolute_error: 0.2973, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7665, predictive_accuracy: 0.7771, prior_entropy: 1, recall: 0.7771, relative_absolute_error: 0.5945, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4005, root_relative_squared_error: 0.8011,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7987, f_measure: 0.7584, kappa: 0.4127, kb_relative_information_score: 304563.0577, mean_absolute_error: 0.3669, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.756, predictive_accuracy: 0.7651, prior_entropy: 1, recall: 0.7651, relative_absolute_error: 0.7338, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4106, root_relative_squared_error: 0.8212,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8251, f_measure: 0.776, kappa: 0.4507, kb_relative_information_score: 435408.4939, mean_absolute_error: 0.2977, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7773, predictive_accuracy: 0.7865, prior_entropy: 1, recall: 0.7865, relative_absolute_error: 0.5953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3857, root_relative_squared_error: 0.7714,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8247, f_measure: 0.7759, kappa: 0.4503, kb_relative_information_score: 435112.2275, mean_absolute_error: 0.2978, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7772, predictive_accuracy: 0.7864, prior_entropy: 1, recall: 0.7864, relative_absolute_error: 0.5956, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3858, root_relative_squared_error: 0.7717,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6956, f_measure: 0.7651, kappa: 0.4235, kb_relative_information_score: 552654, mean_absolute_error: 0.2237, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7658, predictive_accuracy: 0.7763, prior_entropy: 1, recall: 0.7763, relative_absolute_error: 0.4473, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4729, root_relative_squared_error: 0.9459,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6952, f_measure: 0.7654, kappa: 0.4239, kb_relative_information_score: 554154, mean_absolute_error: 0.2229, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7666, predictive_accuracy: 0.7771, prior_entropy: 1, recall: 0.7771, relative_absolute_error: 0.4458, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4721, root_relative_squared_error: 0.9443,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.663, f_measure: 0.7216, kappa: 0.3089, kb_relative_information_score: 496031.1073, mean_absolute_error: 0.2542, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7551, predictive_accuracy: 0.7587, prior_entropy: 1, recall: 0.7587, relative_absolute_error: 0.5084, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4783, root_relative_squared_error: 0.9566,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6488, f_measure: 0.7285, kappa: 0.33, kb_relative_information_score: 492350, mean_absolute_error: 0.2538, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7297, predictive_accuracy: 0.7462, prior_entropy: 1, recall: 0.7462, relative_absolute_error: 0.5077, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5038, root_relative_squared_error: 1.0076,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6841, f_measure: 0.7556, kappa: 0.3999, kb_relative_information_score: 535586, mean_absolute_error: 0.2322, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.756, predictive_accuracy: 0.7678, prior_entropy: 1, recall: 0.7678, relative_absolute_error: 0.4644, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4819, root_relative_squared_error: 0.9638,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6957, f_measure: 0.7646, kappa: 0.4227, kb_relative_information_score: 550868, mean_absolute_error: 0.2246, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7649, predictive_accuracy: 0.7754, prior_entropy: 1, recall: 0.7754, relative_absolute_error: 0.4491, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4739, root_relative_squared_error: 0.9478,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.696, f_measure: 0.7648, kappa: 0.4233, kb_relative_information_score: 551176, mean_absolute_error: 0.2244, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7651, predictive_accuracy: 0.7756, prior_entropy: 1, recall: 0.7756, relative_absolute_error: 0.4488, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4737, root_relative_squared_error: 0.9474,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6956, f_measure: 0.7645, kappa: 0.4225, kb_relative_information_score: 550718, mean_absolute_error: 0.2246, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7648, predictive_accuracy: 0.7754, prior_entropy: 1, recall: 0.7754, relative_absolute_error: 0.4493, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.474, root_relative_squared_error: 0.9479,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6917, f_measure: 0.761, kappa: 0.4139, kb_relative_information_score: 543804, mean_absolute_error: 0.2281, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7609, predictive_accuracy: 0.7719, prior_entropy: 1, recall: 0.7719, relative_absolute_error: 0.4562, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4776, root_relative_squared_error: 0.9552,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6916, f_measure: 0.7609, kappa: 0.4138, kb_relative_information_score: 543722, mean_absolute_error: 0.2281, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7609, predictive_accuracy: 0.7719, prior_entropy: 1, recall: 0.7719, relative_absolute_error: 0.4563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4776, root_relative_squared_error: 0.9553,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6917, f_measure: 0.7609, kappa: 0.4138, kb_relative_information_score: 543642, mean_absolute_error: 0.2282, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7609, predictive_accuracy: 0.7718, prior_entropy: 1, recall: 0.7718, relative_absolute_error: 0.4564, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4777, root_relative_squared_error: 0.9554,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8186, f_measure: 0.7717, kappa: 0.4391, kb_relative_information_score: 429815.8117, mean_absolute_error: 0.3009, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7738, predictive_accuracy: 0.7835, prior_entropy: 1, recall: 0.7835, relative_absolute_error: 0.6017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3891, root_relative_squared_error: 0.7782,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6585, f_measure: 0.7372, kappa: 0.3515, kb_relative_information_score: 508700, mean_absolute_error: 0.2457, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7394, predictive_accuracy: 0.7544, prior_entropy: 1, recall: 0.7544, relative_absolute_error: 0.4913, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4956, root_relative_squared_error: 0.9913,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6956, f_measure: 0.7651, kappa: 0.4235, kb_relative_information_score: 552654, mean_absolute_error: 0.2237, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7658, predictive_accuracy: 0.7763, prior_entropy: 1, recall: 0.7763, relative_absolute_error: 0.4473, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4729, root_relative_squared_error: 0.9459,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8187, f_measure: 0.7718, kappa: 0.4393, kb_relative_information_score: 429547.4504, mean_absolute_error: 0.301, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7835, prior_entropy: 1, recall: 0.7835, relative_absolute_error: 0.6021, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.389, root_relative_squared_error: 0.778,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6924, f_measure: 0.7614, kappa: 0.4152, kb_relative_information_score: 544502, mean_absolute_error: 0.2277, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7614, predictive_accuracy: 0.7723, prior_entropy: 1, recall: 0.7723, relative_absolute_error: 0.4555, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4772, root_relative_squared_error: 0.9545,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8216, f_measure: 0.7742, kappa: 0.4461, kb_relative_information_score: 432597.0435, mean_absolute_error: 0.2988, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7753, predictive_accuracy: 0.7847, prior_entropy: 1, recall: 0.7847, relative_absolute_error: 0.5976, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3874, root_relative_squared_error: 0.7748,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6961, f_measure: 0.765, kappa: 0.4236, kb_relative_information_score: 551516, mean_absolute_error: 0.2242, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7653, predictive_accuracy: 0.7758, prior_entropy: 1, recall: 0.7758, relative_absolute_error: 0.4485, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4735, root_relative_squared_error: 0.9471,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8183, f_measure: 0.7719, kappa: 0.4394, kb_relative_information_score: 429855.9513, mean_absolute_error: 0.3008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7835, prior_entropy: 1, recall: 0.7835, relative_absolute_error: 0.6017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3891, root_relative_squared_error: 0.7782,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8239, f_measure: 0.7756, kappa: 0.4497, kb_relative_information_score: 435620.5889, mean_absolute_error: 0.2974, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7768, predictive_accuracy: 0.786, prior_entropy: 1, recall: 0.786, relative_absolute_error: 0.5948, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3862, root_relative_squared_error: 0.7724,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6916, f_measure: 0.7609, kappa: 0.4138, kb_relative_information_score: 543722, mean_absolute_error: 0.2281, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7609, predictive_accuracy: 0.7719, prior_entropy: 1, recall: 0.7719, relative_absolute_error: 0.4563, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4776, root_relative_squared_error: 0.9553,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6957, f_measure: 0.7646, kappa: 0.4227, kb_relative_information_score: 550868, mean_absolute_error: 0.2246, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7649, predictive_accuracy: 0.7754, prior_entropy: 1, recall: 0.7754, relative_absolute_error: 0.4491, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4739, root_relative_squared_error: 0.9478,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7965, f_measure: 0.7643, kappa: 0.4217, kb_relative_information_score: 431870.1665, mean_absolute_error: 0.2978, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7647, predictive_accuracy: 0.7753, prior_entropy: 1, recall: 0.7753, relative_absolute_error: 0.5956, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4014, root_relative_squared_error: 0.8028,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.817, f_measure: 0.7716, kappa: 0.4388, kb_relative_information_score: 429087.3606, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7735, predictive_accuracy: 0.7831, prior_entropy: 1, recall: 0.7831, relative_absolute_error: 0.6023, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3897, root_relative_squared_error: 0.7794,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6624, f_measure: 0.6936, kappa: 0.2423, kb_relative_information_score: 373608.9245, mean_absolute_error: 0.325, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7422, predictive_accuracy: 0.7441, prior_entropy: 1, recall: 0.7441, relative_absolute_error: 0.65, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.446, root_relative_squared_error: 0.892,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.817, f_measure: 0.7716, kappa: 0.4388, kb_relative_information_score: 429087.3606, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7735, predictive_accuracy: 0.7831, prior_entropy: 1, recall: 0.7831, relative_absolute_error: 0.6023, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3897, root_relative_squared_error: 0.7794,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6617, f_measure: 0.6922, kappa: 0.2389, kb_relative_information_score: 373862.3256, mean_absolute_error: 0.3247, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7406, predictive_accuracy: 0.7431, prior_entropy: 1, recall: 0.7431, relative_absolute_error: 0.6495, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4463, root_relative_squared_error: 0.8926,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6625, f_measure: 0.6937, kappa: 0.2427, kb_relative_information_score: 373526.5557, mean_absolute_error: 0.325, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7423, predictive_accuracy: 0.7442, prior_entropy: 1, recall: 0.7442, relative_absolute_error: 0.6501, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.446, root_relative_squared_error: 0.8919,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7993, f_measure: 0.7646, kappa: 0.4227, kb_relative_information_score: 434343.6739, mean_absolute_error: 0.2963, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7649, predictive_accuracy: 0.7754, prior_entropy: 1, recall: 0.7754, relative_absolute_error: 0.5927, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4006, root_relative_squared_error: 0.8012,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.817, f_measure: 0.7716, kappa: 0.4388, kb_relative_information_score: 429087.3606, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7735, predictive_accuracy: 0.7831, prior_entropy: 1, recall: 0.7831, relative_absolute_error: 0.6023, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3897, root_relative_squared_error: 0.7794,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8187, f_measure: 0.7718, kappa: 0.4393, kb_relative_information_score: 429547.4504, mean_absolute_error: 0.301, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7835, prior_entropy: 1, recall: 0.7835, relative_absolute_error: 0.6021, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.389, root_relative_squared_error: 0.778,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.817, f_measure: 0.7716, kappa: 0.4388, kb_relative_information_score: 429087.3606, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7735, predictive_accuracy: 0.7831, prior_entropy: 1, recall: 0.7831, relative_absolute_error: 0.6023, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3897, root_relative_squared_error: 0.7794,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6624, f_measure: 0.6936, kappa: 0.2423, kb_relative_information_score: 373608.8427, mean_absolute_error: 0.325, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7422, predictive_accuracy: 0.7441, prior_entropy: 1, recall: 0.7441, relative_absolute_error: 0.65, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.446, root_relative_squared_error: 0.892,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8183, f_measure: 0.7719, kappa: 0.4394, kb_relative_information_score: 429855.9513, mean_absolute_error: 0.3008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7739, predictive_accuracy: 0.7835, prior_entropy: 1, recall: 0.7835, relative_absolute_error: 0.6017, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3891, root_relative_squared_error: 0.7782,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8157, f_measure: 0.7704, kappa: 0.4357, kb_relative_information_score: 428678.2027, mean_absolute_error: 0.3013, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7725, predictive_accuracy: 0.7823, prior_entropy: 1, recall: 0.7823, relative_absolute_error: 0.6026, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3904, root_relative_squared_error: 0.7809,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7616, f_measure: 0.6951, kappa: 0.2437, kb_relative_information_score: 346714.7401, mean_absolute_error: 0.34, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7229, predictive_accuracy: 0.738, prior_entropy: 1, recall: 0.738, relative_absolute_error: 0.68, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4165, root_relative_squared_error: 0.8329,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8088, f_measure: 0.7597, kappa: 0.4159, kb_relative_information_score: 437282.3976, mean_absolute_error: 0.2923, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7574, predictive_accuracy: 0.7663, prior_entropy: 1, recall: 0.7663, relative_absolute_error: 0.5845, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4017, root_relative_squared_error: 0.8035,
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(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6412, f_measure: 0.7246, kappa: 0.3161, kb_relative_information_score: 512921.8365, mean_absolute_error: 0.2435, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7464, predictive_accuracy: 0.7564, prior_entropy: 1, recall: 0.7564, relative_absolute_error: 0.4871, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.493, root_relative_squared_error: 0.9861,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5225, f_measure: 0.598, kappa: 0.0439, kb_relative_information_score: 195446.7296, mean_absolute_error: 0.4023, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5983, predictive_accuracy: 0.5977, prior_entropy: 1, recall: 0.5977, relative_absolute_error: 0.8046, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6338, root_relative_squared_error: 1.2676,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8244, f_measure: 0.773, kappa: 0.4447, kb_relative_information_score: 433704.6953, mean_absolute_error: 0.297, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7728, predictive_accuracy: 0.7821, prior_entropy: 1, recall: 0.7821, relative_absolute_error: 0.594, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3869, root_relative_squared_error: 0.7739,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8, f_measure: 0.7556, kappa: 0.4021, kb_relative_information_score: 418465.8477, mean_absolute_error: 0.3029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7543, predictive_accuracy: 0.7655, prior_entropy: 1, recall: 0.7655, relative_absolute_error: 0.6057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4011, root_relative_squared_error: 0.8021,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7207, f_measure: 0.6994, kappa: 0.2618, kb_relative_information_score: 328546.188, mean_absolute_error: 0.3499, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6952, predictive_accuracy: 0.7146, prior_entropy: 1, recall: 0.7146, relative_absolute_error: 0.6997, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4403, root_relative_squared_error: 0.8805,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8084, f_measure: 0.7593, kappa: 0.4149, kb_relative_information_score: 436910.7255, mean_absolute_error: 0.2924, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.757, predictive_accuracy: 0.766, prior_entropy: 1, recall: 0.766, relative_absolute_error: 0.5848, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4021, root_relative_squared_error: 0.8042,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5291, f_measure: 0.5995, kappa: 0.0424, kb_relative_information_score: 195469.511, mean_absolute_error: 0.4024, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5976, predictive_accuracy: 0.6016, prior_entropy: 1, recall: 0.6016, relative_absolute_error: 0.8047, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6039, root_relative_squared_error: 1.2078,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5798, kappa: 0, kb_relative_information_score: 159587.3773, mean_absolute_error: 0.4202, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5798, predictive_accuracy: 0.5798, prior_entropy: 1, recall: 0.5798, relative_absolute_error: 0.8404, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6471, root_relative_squared_error: 1.2942,
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(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7063, f_measure: 0.7572, kappa: 0.4068, kb_relative_information_score: 532375.2437, mean_absolute_error: 0.2338, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7555, predictive_accuracy: 0.7661, prior_entropy: 1, recall: 0.7661, relative_absolute_error: 0.4676, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4815, root_relative_squared_error: 0.963,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5959, f_measure: 0.6894, kappa: 0.2557, kb_relative_information_score: 362101.8286, mean_absolute_error: 0.3222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6874, predictive_accuracy: 0.6916, prior_entropy: 1, recall: 0.6916, relative_absolute_error: 0.6444, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.0869,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6706, f_measure: 0.5762, kb_relative_information_score: 268232.8861, mean_absolute_error: 0.3768, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.7536, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4344, root_relative_squared_error: 0.8688,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5191, f_measure: 0.6088, kappa: 0.0411, kb_relative_information_score: 252900, mean_absolute_error: 0.3736, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5978, predictive_accuracy: 0.6265, prior_entropy: 1, recall: 0.6265, relative_absolute_error: 0.7471, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6112, root_relative_squared_error: 1.2224,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6614, f_measure: 0.6984, kappa: 0.2678, kb_relative_information_score: 357197.2013, mean_absolute_error: 0.3279, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6939, predictive_accuracy: 0.706, prior_entropy: 1, recall: 0.706, relative_absolute_error: 0.6558, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4903, root_relative_squared_error: 0.9807,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.5946, kappa: 0.0003, kb_relative_information_score: 333690.2254, mean_absolute_error: 0.3332, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.58, predictive_accuracy: 0.6669, prior_entropy: 1, recall: 0.6669, relative_absolute_error: 0.6663, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5772, root_relative_squared_error: 1.1543,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6208, f_measure: 0.6996, kappa: 0.2621, kb_relative_information_score: 269630.9709, mean_absolute_error: 0.3824, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6953, predictive_accuracy: 0.7146, prior_entropy: 1, recall: 0.7146, relative_absolute_error: 0.7648, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4422, root_relative_squared_error: 0.8844,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8084, f_measure: 0.7593, kappa: 0.4149, kb_relative_information_score: 436692.2894, mean_absolute_error: 0.2926, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.757, predictive_accuracy: 0.7661, prior_entropy: 1, recall: 0.7661, relative_absolute_error: 0.5851, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4019, root_relative_squared_error: 0.8038,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7062, f_measure: 0.5764, kappa: 0.0002, kb_relative_information_score: 286239.8408, mean_absolute_error: 0.3685, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.623, predictive_accuracy: 0.6997, prior_entropy: 1, recall: 0.6997, relative_absolute_error: 0.737, 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.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7968, f_measure: 0.7651, kappa: 0.4229, kb_relative_information_score: 432739.9865, mean_absolute_error: 0.2978, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7665, predictive_accuracy: 0.7771, prior_entropy: 1, recall: 0.7771, relative_absolute_error: 0.5956, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4006, root_relative_squared_error: 0.8012,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6595, f_measure: 0.7177, kappa: 0.3164, kb_relative_information_score: 372016.3055, mean_absolute_error: 0.3245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7141, predictive_accuracy: 0.7238, prior_entropy: 1, recall: 0.7238, relative_absolute_error: 0.649, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.467, root_relative_squared_error: 0.9341,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5301, f_measure: 0.6203, kappa: 0.0658, kb_relative_information_score: 281642, mean_absolute_error: 0.3592, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6091, predictive_accuracy: 0.641, prior_entropy: 1, ram_hours: 0, recall: 0.641, relative_absolute_error: 0.7184, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5991, root_relative_squared_error: 1.1982, run_cpu_time: 8.4498,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.5737, kappa: -0.0003, kb_relative_information_score: 136884, mean_absolute_error: 0.4316, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5797, predictive_accuracy: 0.5684, prior_entropy: 1, ram_hours: 0, recall: 0.5684, relative_absolute_error: 0.8631, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6569, root_relative_squared_error: 1.3139, run_cpu_time: 8.1761,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7628, f_measure: 0.7355, kappa: 0.3494, kb_relative_information_score: 357526.7941, mean_absolute_error: 0.3359, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7351, predictive_accuracy: 0.75, prior_entropy: 1, ram_hours: 0, recall: 0.75, relative_absolute_error: 0.6719, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4143, root_relative_squared_error: 0.8286, run_cpu_time: 11.0026,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.811, f_measure: 0.7661, kappa: 0.4297, kb_relative_information_score: 224824.8698, mean_absolute_error: 0.4073, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7645, predictive_accuracy: 0.7739, prior_entropy: 1, ram_hours: 0.0012, recall: 0.7739, relative_absolute_error: 0.8146, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4253, root_relative_squared_error: 0.8506, run_cpu_time: 132.4517,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7965, f_measure: 0.7652, kappa: 0.4231, kb_relative_information_score: 432908.7987, mean_absolute_error: 0.2976, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7664, predictive_accuracy: 0.777, prior_entropy: 1, ram_hours: 0, recall: 0.777, relative_absolute_error: 0.5953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4007, root_relative_squared_error: 0.8014, run_cpu_time: 21.92,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8087, f_measure: 0.7596, kappa: 0.4156, kb_relative_information_score: 437316.8041, mean_absolute_error: 0.2922, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7572, predictive_accuracy: 0.7662, prior_entropy: 1, ram_hours: 0, recall: 0.7662, relative_absolute_error: 0.5844, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4019, root_relative_squared_error: 0.8038, run_cpu_time: 12.71,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.712, f_measure: 0.7033, kappa: 0.2893, kb_relative_information_score: 278262.8484, mean_absolute_error: 0.3728, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7015, predictive_accuracy: 0.7054, prior_entropy: 1, ram_hours: 0.3131, recall: 0.7054, relative_absolute_error: 0.7456, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4413, root_relative_squared_error: 0.8826, run_cpu_time: 1830.82,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.5798, kappa: -0.0002, kb_relative_information_score: 159512, mean_absolute_error: 0.4202, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5798, predictive_accuracy: 0.5798, prior_entropy: 1, ram_hours: 0, recall: 0.5798, relative_absolute_error: 0.8405, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6483, root_relative_squared_error: 1.2965, run_cpu_time: 7.3627,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6689, f_measure: 0.7008, kappa: 0.2593, kb_relative_information_score: 336894.7888, mean_absolute_error: 0.3444, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7019, predictive_accuracy: 0.7248, prior_entropy: 1, ram_hours: 0, recall: 0.7248, relative_absolute_error: 0.6888, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4453, root_relative_squared_error: 0.8906, run_cpu_time: 8.4139,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8191, f_measure: 0.7734, kappa: 0.4445, kb_relative_information_score: 435271.4519, mean_absolute_error: 0.2971, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7743, predictive_accuracy: 0.7838, prior_entropy: 1, ram_hours: 0.0233, recall: 0.7838, relative_absolute_error: 0.5943, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3886, root_relative_squared_error: 0.7772, run_cpu_time: 453.6333,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7913, f_measure: 0.764, kappa: 0.4207, kb_relative_information_score: 428162.2081, mean_absolute_error: 0.3, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7647, predictive_accuracy: 0.7754, prior_entropy: 1, ram_hours: 0, recall: 0.7754, relative_absolute_error: 0.5999, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4029, root_relative_squared_error: 0.8057, run_cpu_time: 26.1807,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7337, f_measure: 0.6771, kappa: 0.201, kb_relative_information_score: 343787.6615, mean_absolute_error: 0.34, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7105, predictive_accuracy: 0.7287, prior_entropy: 1, ram_hours: 0, recall: 0.7287, relative_absolute_error: 0.6799, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4249, root_relative_squared_error: 0.8497, run_cpu_time: 370.5979,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7307, f_measure: 0.6826, kappa: 0.2119, kb_relative_information_score: 325489.0648, mean_absolute_error: 0.3501, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6892, predictive_accuracy: 0.7175, prior_entropy: 1, ram_hours: 0.0246, recall: 0.7175, relative_absolute_error: 0.7001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4252, root_relative_squared_error: 0.8503, run_cpu_time: 561.0822,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7965, f_measure: 0.7652, kappa: 0.4231, kb_relative_information_score: 432908.7987, mean_absolute_error: 0.2976, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7664, predictive_accuracy: 0.777, prior_entropy: 1, ram_hours: 0, recall: 0.777, relative_absolute_error: 0.5953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4007, root_relative_squared_error: 0.8014, run_cpu_time: 19.0236,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5762, kappa: -0, kb_relative_information_score: 194722.3604, mean_absolute_error: 0.4197, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, ram_hours: 0, recall: 0.6998, relative_absolute_error: 0.8394, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4584, root_relative_squared_error: 0.9167, run_cpu_time: 11.39,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6875, f_measure: 0.7578, kappa: 0.4057, kb_relative_information_score: 538416, mean_absolute_error: 0.2308, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.758, predictive_accuracy: 0.7694, prior_entropy: 1, ram_hours: 0, recall: 0.7694, relative_absolute_error: 0.4616, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4801, root_relative_squared_error: 0.9603, run_cpu_time: 10.2809,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8165, f_measure: 0.7707, kappa: 0.4367, kb_relative_information_score: 427872.5565, mean_absolute_error: 0.3018, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7728, predictive_accuracy: 0.7825, prior_entropy: 1, ram_hours: 0.0011, recall: 0.7825, relative_absolute_error: 0.6036, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.39, root_relative_squared_error: 0.78, run_cpu_time: 135.528,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.816, f_measure: 0.7707, kappa: 0.4368, kb_relative_information_score: 429520.4405, mean_absolute_error: 0.3008, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7725, predictive_accuracy: 0.7823, prior_entropy: 1, ram_hours: 0.0016, recall: 0.7823, relative_absolute_error: 0.6016, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3904, root_relative_squared_error: 0.7807, run_cpu_time: 167.06,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5762, kb_relative_information_score: 399548, mean_absolute_error: 0.3002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4897, predictive_accuracy: 0.6998, prior_entropy: 1, ram_hours: 0, recall: 0.6998, relative_absolute_error: 0.6005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5479, root_relative_squared_error: 1.0959, run_cpu_time: 10.19,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8035, f_measure: 0.755, kappa: 0.4005, kb_relative_information_score: 434608.4999, mean_absolute_error: 0.2936, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7537, predictive_accuracy: 0.765, prior_entropy: 1, ram_hours: 0, recall: 0.765, relative_absolute_error: 0.5871, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4017, root_relative_squared_error: 0.8033, run_cpu_time: 14.6219,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-g)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5219, f_measure: 0.5979, kappa: 0.0437, kb_relative_information_score: 195378, mean_absolute_error: 0.4023, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5982, predictive_accuracy: 0.5977, prior_entropy: 1, ram_hours: 0, recall: 0.5977, relative_absolute_error: 0.8046, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6343, root_relative_squared_error: 1.2686, run_cpu_time: 7.4104,

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(credit-g) (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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