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Supervised Data Stream Classification on BNG(credit-a)

Supervised Data Stream Classification on BNG(credit-a)

Task 2154 Supervised Data Stream Classification BNG(credit-a) 306 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 8 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9064, f_measure: 0.8587, kappa: 0.7132, kb_relative_information_score: 552500.8236, mean_absolute_error: 0.2394, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8642, predictive_accuracy: 0.8602, prior_entropy: 1, recall: 0.8602, relative_absolute_error: 0.4787, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3461, root_relative_squared_error: 0.6922,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5307, f_measure: 0.53, kappa: 0.0605, kb_relative_information_score: 57520, mean_absolute_error: 0.4712, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5363, predictive_accuracy: 0.5288, prior_entropy: 1, recall: 0.5288, relative_absolute_error: 0.9425, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6865, root_relative_squared_error: 1.3729,
Jan van Rijn 8 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9021, f_measure: 0.8766, kappa: 0.752, kb_relative_information_score: 752150.9758, mean_absolute_error: 0.124, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8804, predictive_accuracy: 0.8762, prior_entropy: 1, recall: 0.8762, relative_absolute_error: 0.2479, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3482, root_relative_squared_error: 0.6964,
Jan van Rijn 8 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9246, f_measure: 0.8788, kappa: 0.7559, kb_relative_information_score: 710997.3504, mean_absolute_error: 0.151, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.881, predictive_accuracy: 0.8785, prior_entropy: 1, recall: 0.8785, relative_absolute_error: 0.3019, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3264, root_relative_squared_error: 0.6528,
Jan van Rijn 8 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.8791, kappa: 0.7563, kb_relative_information_score: 713253.6597, mean_absolute_error: 0.1496, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8809, predictive_accuracy: 0.8788, prior_entropy: 1, recall: 0.8788, relative_absolute_error: 0.2992, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3251, root_relative_squared_error: 0.6503,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9158, f_measure: 0.8781, kappa: 0.7535, kb_relative_information_score: 633297.4159, mean_absolute_error: 0.199, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8782, predictive_accuracy: 0.878, prior_entropy: 1, recall: 0.878, relative_absolute_error: 0.398, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3198, root_relative_squared_error: 0.6395,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8789, f_measure: 0.8789, kappa: 0.7554, kb_relative_information_score: 757452, mean_absolute_error: 0.1213, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8795, predictive_accuracy: 0.8787, prior_entropy: 1, recall: 0.8787, relative_absolute_error: 0.2425, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3482, root_relative_squared_error: 0.6965,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8774, f_measure: 0.8783, kappa: 0.7539, kb_relative_information_score: 756420, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8784, predictive_accuracy: 0.8782, prior_entropy: 1, recall: 0.8782, relative_absolute_error: 0.2436, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.349, root_relative_squared_error: 0.698,
Jan van Rijn 8 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6044, f_measure: 0.5849, kappa: 0.216, kb_relative_information_score: 275859.9639, mean_absolute_error: 0.3621, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.69, predictive_accuracy: 0.6379, prior_entropy: 1, recall: 0.6379, relative_absolute_error: 0.7241, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6012, root_relative_squared_error: 1.2025,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9271, f_measure: 0.8776, kappa: 0.7531, kb_relative_information_score: 703669.2414, mean_absolute_error: 0.1557, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.879, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.3114, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3223, root_relative_squared_error: 0.6447,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9233, f_measure: 0.8781, kappa: 0.7539, kb_relative_information_score: 730549.8326, mean_absolute_error: 0.1385, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8788, predictive_accuracy: 0.8779, prior_entropy: 1, recall: 0.8779, relative_absolute_error: 0.277, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.326, root_relative_squared_error: 0.652,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.5046, kappa: 0.0006, kb_relative_information_score: -145.5607, mean_absolute_error: 0.5001, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5062, predictive_accuracy: 0.52, prior_entropy: 1, recall: 0.52, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5001, root_relative_squared_error: 1.0001,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9137, f_measure: 0.8804, kappa: 0.7582, kb_relative_information_score: 713792.1106, mean_absolute_error: 0.1502, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8807, predictive_accuracy: 0.8802, prior_entropy: 1, recall: 0.8802, relative_absolute_error: 0.3003, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3224, root_relative_squared_error: 0.6447,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9285, f_measure: 0.8796, kappa: 0.757, kb_relative_information_score: 756942.3339, mean_absolute_error: 0.1218, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8805, predictive_accuracy: 0.8794, prior_entropy: 1, recall: 0.8794, relative_absolute_error: 0.2436, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3392, root_relative_squared_error: 0.6785,
Jan van Rijn 8 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9192, f_measure: 0.8615, kappa: 0.7197, kb_relative_information_score: 619531.2179, mean_absolute_error: 0.2014, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8615, predictive_accuracy: 0.8616, prior_entropy: 1, recall: 0.8616, relative_absolute_error: 0.4027, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3269, root_relative_squared_error: 0.6538,
Joaquin Vanschoren 8 years ago
ran flow moa.AMRulesRegressor(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886,
Joaquin Vanschoren 8 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886,
Joaquin Vanschoren 8 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9056, f_measure: 0.8353, kappa: 0.6657, kb_relative_information_score: 526029.9568, mean_absolute_error: 0.2537, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8393, predictive_accuracy: 0.8368, prior_entropy: 1, recall: 0.8368, relative_absolute_error: 0.5075, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3506, root_relative_squared_error: 0.7012,
Joaquin Vanschoren 8 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9426, f_measure: 0.8819, kappa: 0.7611, kb_relative_information_score: 689769.3801, mean_absolute_error: 0.1655, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8819, predictive_accuracy: 0.882, prior_entropy: 1, recall: 0.882, relative_absolute_error: 0.3311, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3, root_relative_squared_error: 0.6001,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9536, f_measure: 0.89, kappa: 0.7776, kb_relative_information_score: 696194.6796, mean_absolute_error: 0.1631, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8901, predictive_accuracy: 0.89, prior_entropy: 1, recall: 0.89, relative_absolute_error: 0.3262, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2853, root_relative_squared_error: 0.5706,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.954, f_measure: 0.89, kappa: 0.7774, kb_relative_information_score: 696132.126, mean_absolute_error: 0.1632, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.89, predictive_accuracy: 0.8899, prior_entropy: 1, recall: 0.8899, relative_absolute_error: 0.3263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2852, root_relative_squared_error: 0.5703,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8761, f_measure: 0.8777, kappa: 0.7525, kb_relative_information_score: 755520, mean_absolute_error: 0.1222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8777, predictive_accuracy: 0.8778, prior_entropy: 1, recall: 0.8778, relative_absolute_error: 0.2445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3496, root_relative_squared_error: 0.6993,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8762, f_measure: 0.8778, kappa: 0.7527, kb_relative_information_score: 755696, mean_absolute_error: 0.1222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8778, predictive_accuracy: 0.8778, prior_entropy: 1, recall: 0.8778, relative_absolute_error: 0.2443, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3495, root_relative_squared_error: 0.699,
Jan van Rijn 8 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9205, f_measure: 0.8806, kappa: 0.7587, kb_relative_information_score: 712886.7912, mean_absolute_error: 0.1504, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.881, predictive_accuracy: 0.8804, prior_entropy: 1, recall: 0.8804, relative_absolute_error: 0.3008, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3201, root_relative_squared_error: 0.6401,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.831, f_measure: 0.8361, kappa: 0.6675, kb_relative_information_score: 674084, mean_absolute_error: 0.163, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8376, predictive_accuracy: 0.837, prior_entropy: 1, recall: 0.837, relative_absolute_error: 0.3259, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4037, root_relative_squared_error: 0.8074,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8665, f_measure: 0.8688, kappa: 0.7343, kb_relative_information_score: 737786, mean_absolute_error: 0.1311, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8688, predictive_accuracy: 0.8689, prior_entropy: 1, recall: 0.8689, relative_absolute_error: 0.2622, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3621, root_relative_squared_error: 0.7242,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8757, f_measure: 0.8773, kappa: 0.7517, kb_relative_information_score: 754684, mean_absolute_error: 0.1227, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.2453, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3502, root_relative_squared_error: 0.7005,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8757, f_measure: 0.8773, kappa: 0.7516, kb_relative_information_score: 754606, mean_absolute_error: 0.1227, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.2454, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3503, root_relative_squared_error: 0.7006,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8757, f_measure: 0.8773, kappa: 0.7516, kb_relative_information_score: 754610, mean_absolute_error: 0.1227, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.2454, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3503, root_relative_squared_error: 0.7006,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8718, f_measure: 0.8736, kappa: 0.7442, kb_relative_information_score: 747382, mean_absolute_error: 0.1263, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8736, predictive_accuracy: 0.8737, prior_entropy: 1, recall: 0.8737, relative_absolute_error: 0.2526, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3554, root_relative_squared_error: 0.7108,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.872, f_measure: 0.8738, kappa: 0.7444, kb_relative_information_score: 747598, mean_absolute_error: 0.1262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8737, predictive_accuracy: 0.8738, prior_entropy: 1, recall: 0.8738, relative_absolute_error: 0.2524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3552, root_relative_squared_error: 0.7105,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.872, f_measure: 0.8738, kappa: 0.7445, kb_relative_information_score: 747620, mean_absolute_error: 0.1262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8737, predictive_accuracy: 0.8738, prior_entropy: 1, recall: 0.8738, relative_absolute_error: 0.2524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3552, root_relative_squared_error: 0.7105,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.8843, kappa: 0.7659, kb_relative_information_score: 681433.4457, mean_absolute_error: 0.1714, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8843, predictive_accuracy: 0.8843, prior_entropy: 1, recall: 0.8843, relative_absolute_error: 0.3427, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2939, root_relative_squared_error: 0.5877,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.857, f_measure: 0.8601, kappa: 0.7165, kb_relative_information_score: 720760, mean_absolute_error: 0.1396, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8603, predictive_accuracy: 0.8604, prior_entropy: 1, recall: 0.8604, relative_absolute_error: 0.2792, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3737, root_relative_squared_error: 0.7473,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8761, f_measure: 0.8777, kappa: 0.7525, kb_relative_information_score: 755520, mean_absolute_error: 0.1222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8777, predictive_accuracy: 0.8778, prior_entropy: 1, recall: 0.8778, relative_absolute_error: 0.2445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3496, root_relative_squared_error: 0.6993,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.8841, kappa: 0.7655, kb_relative_information_score: 681864.1051, mean_absolute_error: 0.1711, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8841, predictive_accuracy: 0.8842, prior_entropy: 1, recall: 0.8842, relative_absolute_error: 0.3421, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.294, root_relative_squared_error: 0.5879,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.871, f_measure: 0.8729, kappa: 0.7426, kb_relative_information_score: 745832, mean_absolute_error: 0.1271, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8728, predictive_accuracy: 0.8729, prior_entropy: 1, recall: 0.8729, relative_absolute_error: 0.2542, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3565, root_relative_squared_error: 0.713,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9532, f_measure: 0.8891, kappa: 0.7756, kb_relative_information_score: 695185.7015, mean_absolute_error: 0.1635, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8891, predictive_accuracy: 0.889, prior_entropy: 1, recall: 0.889, relative_absolute_error: 0.3269, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2867, root_relative_squared_error: 0.5734,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8756, f_measure: 0.8772, kappa: 0.7515, kb_relative_information_score: 754494, mean_absolute_error: 0.1228, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8772, predictive_accuracy: 0.8772, prior_entropy: 1, recall: 0.8772, relative_absolute_error: 0.2455, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3504, root_relative_squared_error: 0.7007,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9479, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 680849.1195, mean_absolute_error: 0.1717, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3433, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2943, root_relative_squared_error: 0.5886,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9541, f_measure: 0.89, kappa: 0.7775, kb_relative_information_score: 696092.9672, mean_absolute_error: 0.1632, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.89, predictive_accuracy: 0.89, prior_entropy: 1, recall: 0.89, relative_absolute_error: 0.3263, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2853, root_relative_squared_error: 0.5706,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.872, f_measure: 0.8738, kappa: 0.7444, kb_relative_information_score: 747598, mean_absolute_error: 0.1262, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8737, predictive_accuracy: 0.8738, prior_entropy: 1, recall: 0.8738, relative_absolute_error: 0.2524, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3552, root_relative_squared_error: 0.7105,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8757, f_measure: 0.8773, kappa: 0.7517, kb_relative_information_score: 754684, mean_absolute_error: 0.1227, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.2453, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3502, root_relative_squared_error: 0.7005,
Joaquin Vanschoren 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.933, f_measure: 0.8739, kappa: 0.7441, kb_relative_information_score: 552348.3246, mean_absolute_error: 0.2451, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8749, predictive_accuracy: 0.8744, prior_entropy: 1, recall: 0.8744, relative_absolute_error: 0.4901, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3225, root_relative_squared_error: 0.645,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9361, f_measure: 0.8788, kappa: 0.7548, kb_relative_information_score: 675871.4763, mean_absolute_error: 0.1731, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8788, predictive_accuracy: 0.8788, prior_entropy: 1, recall: 0.8788, relative_absolute_error: 0.3461, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3062, root_relative_squared_error: 0.6125,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.933, f_measure: 0.8738, kappa: 0.744, kb_relative_information_score: 552433.6523, mean_absolute_error: 0.245, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8748, predictive_accuracy: 0.8743, prior_entropy: 1, recall: 0.8743, relative_absolute_error: 0.49, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3225, root_relative_squared_error: 0.645,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 681913.5903, mean_absolute_error: 0.1709, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2948, root_relative_squared_error: 0.5896,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 681913.5903, mean_absolute_error: 0.1709, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2948, root_relative_squared_error: 0.5896,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9325, f_measure: 0.8773, kappa: 0.7517, kb_relative_information_score: 673926.2339, mean_absolute_error: 0.1737, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8773, predictive_accuracy: 0.8773, prior_entropy: 1, recall: 0.8773, relative_absolute_error: 0.3475, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3094, root_relative_squared_error: 0.6189,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9325, f_measure: 0.8733, kappa: 0.743, kb_relative_information_score: 552680.4918, mean_absolute_error: 0.2446, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8744, predictive_accuracy: 0.8739, prior_entropy: 1, recall: 0.8739, relative_absolute_error: 0.4893, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.323, root_relative_squared_error: 0.6459,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 681913.5903, mean_absolute_error: 0.1709, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2948, root_relative_squared_error: 0.5896,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9482, f_measure: 0.8841, kappa: 0.7655, kb_relative_information_score: 681864.1051, mean_absolute_error: 0.1711, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8841, predictive_accuracy: 0.8842, prior_entropy: 1, recall: 0.8842, relative_absolute_error: 0.3421, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.294, root_relative_squared_error: 0.5879,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9474, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 681913.5903, mean_absolute_error: 0.1709, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3419, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2948, root_relative_squared_error: 0.5896,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9479, f_measure: 0.8839, kappa: 0.765, kb_relative_information_score: 680849.1195, mean_absolute_error: 0.1717, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8839, predictive_accuracy: 0.8839, prior_entropy: 1, recall: 0.8839, relative_absolute_error: 0.3433, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2943, root_relative_squared_error: 0.5886,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8769, f_measure: 0.8458, kappa: 0.6882, kb_relative_information_score: 503149.2528, mean_absolute_error: 0.2687, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.846, predictive_accuracy: 0.8457, prior_entropy: 1, recall: 0.8457, relative_absolute_error: 0.5374, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3664, root_relative_squared_error: 0.7329,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9464, f_measure: 0.883, kappa: 0.7632, kb_relative_information_score: 680710.8382, mean_absolute_error: 0.1714, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.883, predictive_accuracy: 0.883, prior_entropy: 1, recall: 0.883, relative_absolute_error: 0.3429, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.296, root_relative_squared_error: 0.5919,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9245, f_measure: 0.8621, kappa: 0.7205, kb_relative_information_score: 613161.3714, mean_absolute_error: 0.2064, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8624, predictive_accuracy: 0.8624, prior_entropy: 1, recall: 0.8624, relative_absolute_error: 0.4128, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3225, root_relative_squared_error: 0.645,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.8287, kappa: 0.6524, kb_relative_information_score: 636994.5197, mean_absolute_error: 0.1847, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8347, predictive_accuracy: 0.8308, prior_entropy: 1, recall: 0.8308, relative_absolute_error: 0.3695, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3671, root_relative_squared_error: 0.7342,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... EKAClassifier_SMO_RBFKernel(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8583, f_measure: 0.8486, kappa: 0.6975, kb_relative_information_score: 696933.5956, mean_absolute_error: 0.1515, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8574, predictive_accuracy: 0.8482, prior_entropy: 1, recall: 0.8482, relative_absolute_error: 0.3029, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3886, root_relative_squared_error: 0.7771,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9354, f_measure: 0.8698, kappa: 0.7364, kb_relative_information_score: 636098.295, mean_absolute_error: 0.1949, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8698, predictive_accuracy: 0.87, prior_entropy: 1, recall: 0.87, relative_absolute_error: 0.3899, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3107, root_relative_squared_error: 0.6214,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6455, f_measure: 0.5093, kappa: 0.1065, kb_relative_information_score: 177373.5418, mean_absolute_error: 0.412, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6344, predictive_accuracy: 0.5923, prior_entropy: 1, recall: 0.5923, relative_absolute_error: 0.8239, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5606, root_relative_squared_error: 1.1213,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6564, f_measure: 0.6499, kappa: 0.2933, kb_relative_information_score: 297028.0342, mean_absolute_error: 0.3517, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.651, predictive_accuracy: 0.6493, prior_entropy: 1, recall: 0.6493, relative_absolute_error: 0.7034, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5838, root_relative_squared_error: 1.1676,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.939, f_measure: 0.8756, kappa: 0.7489, kb_relative_information_score: 652885.9572, mean_absolute_error: 0.1857, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8765, predictive_accuracy: 0.8754, prior_entropy: 1, recall: 0.8754, relative_absolute_error: 0.3713, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3051, root_relative_squared_error: 0.6102,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9451, f_measure: 0.8799, kappa: 0.7574, kb_relative_information_score: 658479.1033, mean_absolute_error: 0.1835, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8805, predictive_accuracy: 0.8797, prior_entropy: 1, recall: 0.8797, relative_absolute_error: 0.3669, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2979, root_relative_squared_error: 0.5958,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9391, f_measure: 0.8761, kappa: 0.7495, kb_relative_information_score: 647580.5388, mean_absolute_error: 0.1901, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8763, predictive_accuracy: 0.8761, prior_entropy: 1, recall: 0.8761, relative_absolute_error: 0.3803, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3019, root_relative_squared_error: 0.6037,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.8287, kappa: 0.6524, kb_relative_information_score: 637037.9346, mean_absolute_error: 0.1847, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8347, predictive_accuracy: 0.8308, prior_entropy: 1, recall: 0.8308, relative_absolute_error: 0.3694, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3671, root_relative_squared_error: 0.7341,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6692, f_measure: 0.6478, kappa: 0.2898, kb_relative_information_score: 289599.9119, mean_absolute_error: 0.3559, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6494, predictive_accuracy: 0.6471, prior_entropy: 1, recall: 0.6471, relative_absolute_error: 0.7118, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5644, root_relative_squared_error: 1.1289,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5268, f_measure: 0.5291, kappa: 0.0479, kb_relative_information_score: 55980.8647, mean_absolute_error: 0.4722, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5295, predictive_accuracy: 0.5288, prior_entropy: 1, recall: 0.5288, relative_absolute_error: 0.9445, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6576, root_relative_squared_error: 1.3151,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9403, f_measure: 0.8812, kappa: 0.76, kb_relative_information_score: 672425.893, mean_absolute_error: 0.1756, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8817, predictive_accuracy: 0.881, prior_entropy: 1, recall: 0.881, relative_absolute_error: 0.3512, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.298, root_relative_squared_error: 0.5959,
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-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9113, f_measure: 0.8745, kappa: 0.7474, kb_relative_information_score: 738859.7447, mean_absolute_error: 0.1316, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8772, predictive_accuracy: 0.8742, prior_entropy: 1, recall: 0.8742, relative_absolute_error: 0.2633, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3312, root_relative_squared_error: 0.6625,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8536, f_measure: 0.8486, kappa: 0.6975, kb_relative_information_score: 543562.933, mean_absolute_error: 0.2484, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8574, predictive_accuracy: 0.8482, prior_entropy: 1, recall: 0.8482, relative_absolute_error: 0.4968, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3531, root_relative_squared_error: 0.7062,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8541, f_measure: 0.8486, kappa: 0.6975, kb_relative_information_score: 696438, mean_absolute_error: 0.1518, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8574, predictive_accuracy: 0.8482, prior_entropy: 1, recall: 0.8482, relative_absolute_error: 0.3036, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3896, root_relative_squared_error: 0.7792,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9403, f_measure: 0.8752, kappa: 0.7479, kb_relative_information_score: 657529.6405, mean_absolute_error: 0.1834, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8757, predictive_accuracy: 0.8751, prior_entropy: 1, recall: 0.8751, relative_absolute_error: 0.3668, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3037, root_relative_squared_error: 0.6074,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5243, f_measure: 0.4898, kappa: 0.0511, kb_relative_information_score: 130450.8328, mean_absolute_error: 0.4348, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5557, predictive_accuracy: 0.5642, prior_entropy: 1, recall: 0.5642, relative_absolute_error: 0.8696, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6571, root_relative_squared_error: 1.3143,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.877, f_measure: 0.8585, kappa: 0.7138, kb_relative_information_score: 606627.6549, mean_absolute_error: 0.2135, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8586, predictive_accuracy: 0.8584, prior_entropy: 1, recall: 0.8584, relative_absolute_error: 0.4271, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3431, root_relative_squared_error: 0.6862,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8571, f_measure: 0.7934, kappa: 0.5809, kb_relative_information_score: 580179.7939, mean_absolute_error: 0.2111, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7949, predictive_accuracy: 0.7947, prior_entropy: 1, recall: 0.7947, relative_absolute_error: 0.4223, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4269, root_relative_squared_error: 0.8538,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8537, f_measure: 0.8487, kappa: 0.6976, kb_relative_information_score: 542984.3931, mean_absolute_error: 0.2487, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8573, predictive_accuracy: 0.8483, prior_entropy: 1, recall: 0.8483, relative_absolute_error: 0.4975, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3527, root_relative_squared_error: 0.7053,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9404, f_measure: 0.8794, kappa: 0.7563, kb_relative_information_score: 672469.894, mean_absolute_error: 0.1754, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8796, predictive_accuracy: 0.8794, prior_entropy: 1, recall: 0.8794, relative_absolute_error: 0.3508, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.303, root_relative_squared_error: 0.6061,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8768, f_measure: 0.8655, kappa: 0.7281, kb_relative_information_score: 654655.5182, mean_absolute_error: 0.1848, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8658, predictive_accuracy: 0.8654, prior_entropy: 1, recall: 0.8654, relative_absolute_error: 0.3697, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3391, root_relative_squared_error: 0.6782,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8606, f_measure: 0.8573, kappa: 0.7133, kb_relative_information_score: 713856, mean_absolute_error: 0.1431, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8613, predictive_accuracy: 0.8569, prior_entropy: 1, ram_hours: 0, recall: 0.8569, relative_absolute_error: 0.2861, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3779, root_relative_squared_error: 0.7558, run_cpu_time: 7.4554,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9254, f_measure: 0.8597, kappa: 0.7168, kb_relative_information_score: 620183.0807, mean_absolute_error: 0.2022, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8605, predictive_accuracy: 0.8595, prior_entropy: 1, ram_hours: 0, recall: 0.8595, relative_absolute_error: 0.4044, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3234, root_relative_squared_error: 0.6469, run_cpu_time: 8.9985,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9175, f_measure: 0.8596, kappa: 0.7157, kb_relative_information_score: 610746.505, mean_absolute_error: 0.2063, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8596, predictive_accuracy: 0.8597, prior_entropy: 1, ram_hours: 0.0008, recall: 0.8597, relative_absolute_error: 0.4126, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3292, root_relative_squared_error: 0.6585, run_cpu_time: 5320.8358,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8545, f_measure: 0.8486, kappa: 0.6975, kb_relative_information_score: 696524, mean_absolute_error: 0.1517, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8574, predictive_accuracy: 0.8482, prior_entropy: 1, ram_hours: 0, recall: 0.8482, relative_absolute_error: 0.3035, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3892, root_relative_squared_error: 0.7784, run_cpu_time: 5.2899,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8976, f_measure: 0.8545, kappa: 0.7054, kb_relative_information_score: 613330.7525, mean_absolute_error: 0.2058, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8544, predictive_accuracy: 0.8545, prior_entropy: 1, ram_hours: 0, recall: 0.8545, relative_absolute_error: 0.4115, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3364, root_relative_squared_error: 0.6728, run_cpu_time: 6.3182,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5387, f_measure: 0.5439, kappa: 0.0774, kb_relative_information_score: 87648, mean_absolute_error: 0.4562, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5441, predictive_accuracy: 0.5438, prior_entropy: 1, ram_hours: 0, recall: 0.5438, relative_absolute_error: 0.9124, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6754, root_relative_squared_error: 1.3508, run_cpu_time: 5.651,
Jan van Rijn 10 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.8287, kappa: 0.6525, kb_relative_information_score: 637064.1808, mean_absolute_error: 0.1847, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8347, predictive_accuracy: 0.8308, prior_entropy: 1, ram_hours: 0, recall: 0.8308, relative_absolute_error: 0.3694, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3671, root_relative_squared_error: 0.7341, run_cpu_time: 8.5909,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6481, f_measure: 0.6508, kappa: 0.295, kb_relative_information_score: 300436, mean_absolute_error: 0.3498, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6518, predictive_accuracy: 0.6502, prior_entropy: 1, ram_hours: 0, recall: 0.6502, relative_absolute_error: 0.6996, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5914, root_relative_squared_error: 1.1828, run_cpu_time: 10,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9532, f_measure: 0.8898, kappa: 0.7771, kb_relative_information_score: 696291.6935, mean_absolute_error: 0.1629, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8899, predictive_accuracy: 0.8898, prior_entropy: 1, ram_hours: 0.0107, recall: 0.8898, relative_absolute_error: 0.3258, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2863, root_relative_squared_error: 0.5726, run_cpu_time: 325.8237,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9082, f_measure: 0.8252, kappa: 0.6455, kb_relative_information_score: 630194.7391, mean_absolute_error: 0.1881, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8336, predictive_accuracy: 0.8278, prior_entropy: 1, ram_hours: 0, recall: 0.8278, relative_absolute_error: 0.3763, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3701, root_relative_squared_error: 0.7402, run_cpu_time: 11.5865,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9276, f_measure: 0.8586, kappa: 0.714, kb_relative_information_score: 502818.9844, mean_absolute_error: 0.2706, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8587, predictive_accuracy: 0.8585, prior_entropy: 1, ram_hours: 0.057, recall: 0.8585, relative_absolute_error: 0.5413, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3358, root_relative_squared_error: 0.6715, run_cpu_time: 758.87,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -108016, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, ram_hours: 0, recall: 0.446, relative_absolute_error: 1.108, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7443, root_relative_squared_error: 1.4886, run_cpu_time: 6.0748,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.2751, kb_relative_information_score: -107930, mean_absolute_error: 0.554, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.1989, predictive_accuracy: 0.446, prior_entropy: 1, ram_hours: 0.0016, recall: 0.446, relative_absolute_error: 1.1079, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.7441, root_relative_squared_error: 1.4882, run_cpu_time: 62.0149,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, f_measure: 0.395, kappa: -0, kb_relative_information_score: 15859.977, mean_absolute_error: 0.4942, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3069, predictive_accuracy: 0.554, prior_entropy: 1, ram_hours: 0, recall: 0.554, relative_absolute_error: 0.9884, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4971, root_relative_squared_error: 0.9942, run_cpu_time: 5.9036,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9332, f_measure: 0.8789, kappa: 0.7549, kb_relative_information_score: 680251.1713, mean_absolute_error: 0.1704, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8789, predictive_accuracy: 0.879, prior_entropy: 1, ram_hours: 0, recall: 0.879, relative_absolute_error: 0.3408, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3081, root_relative_squared_error: 0.6163, run_cpu_time: 23.1262,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9462, f_measure: 0.8832, kappa: 0.7636, kb_relative_information_score: 680533.782, mean_absolute_error: 0.1716, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8832, predictive_accuracy: 0.8832, prior_entropy: 1, ram_hours: 0.0006, recall: 0.8832, relative_absolute_error: 0.3432, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2961, root_relative_squared_error: 0.5921, run_cpu_time: 86.1289,
Jan van Rijn 10 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9329, f_measure: 0.8778, kappa: 0.7526, kb_relative_information_score: 676065.2711, mean_absolute_error: 0.1727, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8778, predictive_accuracy: 0.8778, prior_entropy: 1, ram_hours: 0, recall: 0.8778, relative_absolute_error: 0.3453, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.309, root_relative_squared_error: 0.6179, run_cpu_time: 15.97,
Jan van Rijn 10 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9447, f_measure: 0.8769, kappa: 0.7506, kb_relative_information_score: 410371.4374, mean_absolute_error: 0.3222, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8769, predictive_accuracy: 0.877, prior_entropy: 1, ram_hours: 0.0007, recall: 0.877, relative_absolute_error: 0.6444, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3537, root_relative_squared_error: 0.7073, run_cpu_time: 98.7573,
Jan van Rijn 10 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(credit-a)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9462, f_measure: 0.8832, kappa: 0.7636, kb_relative_information_score: 680533.6703, mean_absolute_error: 0.1716, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8832, predictive_accuracy: 0.8832, prior_entropy: 1, ram_hours: 0.001, recall: 0.8832, relative_absolute_error: 0.3432, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2961, root_relative_squared_error: 0.5921, run_cpu_time: 150,

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-a) (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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