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Supervised Data Stream Classification on BNG(spambase)

Supervised Data Stream Classification on BNG(spambase)

Task 175 Supervised Data Stream Classification BNG(spambase) 214 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams streams-full study_11
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Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5673, f_measure: 0.5704, kappa: 0.1575, kb_relative_information_score: 312232, mean_absolute_error: 0.3439, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7336, predictive_accuracy: 0.6561, prior_entropy: 1, recall: 0.6561, relative_absolute_error: 0.6878, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5864, root_relative_squared_error: 1.1728,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5821, f_measure: 0.5827, kappa: 0.1746, kb_relative_information_score: 313884.9541, mean_absolute_error: 0.3441, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7273, predictive_accuracy: 0.6611, prior_entropy: 1, recall: 0.6611, relative_absolute_error: 0.6882, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5773, root_relative_squared_error: 1.1545,
Joaquin Vanschoren 9 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5919, f_measure: 0.587, kappa: 0.1804, kb_relative_information_score: 287999.8621, mean_absolute_error: 0.3587, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7236, predictive_accuracy: 0.6627, prior_entropy: 1, recall: 0.6627, relative_absolute_error: 0.7174, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5676, root_relative_squared_error: 1.1352,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5672, f_measure: 0.5701, kappa: 0.1572, kb_relative_information_score: 312198, mean_absolute_error: 0.3439, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7347, predictive_accuracy: 0.6561, prior_entropy: 1, recall: 0.6561, relative_absolute_error: 0.6878, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5864, root_relative_squared_error: 1.1729,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.581, f_measure: 0.5882, kappa: 0.1813, kb_relative_information_score: 325095.8013, mean_absolute_error: 0.3375, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7196, predictive_accuracy: 0.6626, prior_entropy: 1, recall: 0.6626, relative_absolute_error: 0.6749, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5806, root_relative_squared_error: 1.1611,
Jan van Rijn 9 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5827, f_measure: 0.5838, kappa: 0.1762, kb_relative_information_score: 314697.4663, mean_absolute_error: 0.3438, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7272, predictive_accuracy: 0.6616, prior_entropy: 1, recall: 0.6616, relative_absolute_error: 0.6875, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5788, root_relative_squared_error: 1.1575,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5843, f_measure: 0.5929, kappa: 0.1883, kb_relative_information_score: 329433.9864, mean_absolute_error: 0.3353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7193, predictive_accuracy: 0.6647, prior_entropy: 1, recall: 0.6647, relative_absolute_error: 0.6706, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5784, root_relative_squared_error: 1.1568,
Joaquin Vanschoren 9 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5933, f_measure: 0.5353, kappa: 0.0995, kb_relative_information_score: 122953.1324, mean_absolute_error: 0.4455, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6894, predictive_accuracy: 0.6353, prior_entropy: 1, recall: 0.6353, relative_absolute_error: 0.8911, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.472, root_relative_squared_error: 0.944,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5848, f_measure: 0.5832, kappa: 0.175, kb_relative_information_score: 312755.5781, mean_absolute_error: 0.3449, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7251, predictive_accuracy: 0.6611, prior_entropy: 1, recall: 0.6611, relative_absolute_error: 0.6897, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.579, root_relative_squared_error: 1.158,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5853, f_measure: 0.5703, kappa: 0.1548, kb_relative_information_score: 270571.1712, mean_absolute_error: 0.3695, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7206, predictive_accuracy: 0.6544, prior_entropy: 1, recall: 0.6544, relative_absolute_error: 0.739, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5533, root_relative_squared_error: 1.1067,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5889, f_measure: 0.5862, kappa: 0.1792, kb_relative_information_score: 318733.069, mean_absolute_error: 0.3414, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7241, predictive_accuracy: 0.6623, prior_entropy: 1, recall: 0.6623, relative_absolute_error: 0.6829, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5778, root_relative_squared_error: 1.1555,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.4573, kb_relative_information_score: 190501.5362, mean_absolute_error: 0.4084, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.8167, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5877, root_relative_squared_error: 1.1754,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5691, f_measure: 0.574, kappa: 0.1614, kb_relative_information_score: 313646, mean_absolute_error: 0.3432, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7258, predictive_accuracy: 0.6568, prior_entropy: 1, recall: 0.6568, relative_absolute_error: 0.6864, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5858, root_relative_squared_error: 1.1716,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5751, f_measure: 0.5837, kappa: 0.1743, kb_relative_information_score: 320714, mean_absolute_error: 0.3396, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7191, predictive_accuracy: 0.6604, prior_entropy: 1, recall: 0.6604, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5828, root_relative_squared_error: 1.1656,
Joaquin Vanschoren 9 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5835, f_measure: 0.5906, kappa: 0.1851, kb_relative_information_score: 314872.4033, mean_absolute_error: 0.3441, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7207, predictive_accuracy: 0.6639, prior_entropy: 1, recall: 0.6639, relative_absolute_error: 0.6883, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5766, root_relative_squared_error: 1.1532,
Joaquin Vanschoren 9 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6566, f_measure: 0.5934, kappa: 0.1831, kb_relative_information_score: 188276.9185, mean_absolute_error: 0.4138, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6953, predictive_accuracy: 0.6605, prior_entropy: 1, recall: 0.6605, relative_absolute_error: 0.8276, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4583, root_relative_squared_error: 0.9165,
Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6649, f_measure: 0.5947, kappa: 0.1897, kb_relative_information_score: 197891.6337, mean_absolute_error: 0.4085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7137, predictive_accuracy: 0.6646, prior_entropy: 1, recall: 0.6646, relative_absolute_error: 0.8169, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4527, root_relative_squared_error: 0.9053,
Jan van Rijn 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6585, f_measure: 0.5951, kappa: 0.1834, kb_relative_information_score: 130511.5272, mean_absolute_error: 0.4427, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6877, predictive_accuracy: 0.6595, prior_entropy: 1, recall: 0.6595, relative_absolute_error: 0.8854, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4619, root_relative_squared_error: 0.9239,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6683, f_measure: 0.5973, kappa: 0.194, kb_relative_information_score: 201611.1827, mean_absolute_error: 0.4064, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.715, predictive_accuracy: 0.6661, prior_entropy: 1, recall: 0.6661, relative_absolute_error: 0.8129, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9034,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6685, f_measure: 0.5973, kappa: 0.194, kb_relative_information_score: 201658.6406, mean_absolute_error: 0.4064, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7153, predictive_accuracy: 0.6661, prior_entropy: 1, recall: 0.6661, relative_absolute_error: 0.8128, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9034,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6685, f_measure: 0.5973, kappa: 0.194, kb_relative_information_score: 201658.6406, mean_absolute_error: 0.4064, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7153, predictive_accuracy: 0.6661, prior_entropy: 1, recall: 0.6661, relative_absolute_error: 0.8128, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9034,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5824, f_measure: 0.5948, kappa: 0.1901, kb_relative_information_score: 329602, mean_absolute_error: 0.3352, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7145, predictive_accuracy: 0.6648, prior_entropy: 1, recall: 0.6648, relative_absolute_error: 0.6704, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.579, root_relative_squared_error: 1.1579,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5824, f_measure: 0.5947, kappa: 0.1903, kb_relative_information_score: 330086, mean_absolute_error: 0.335, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7161, predictive_accuracy: 0.665, prior_entropy: 1, recall: 0.665, relative_absolute_error: 0.6699, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5788, root_relative_squared_error: 1.1575,
Jan van Rijn 9 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5838, f_measure: 0.5882, kappa: 0.1821, kb_relative_information_score: 314621.3467, mean_absolute_error: 0.3442, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.723, predictive_accuracy: 0.6631, prior_entropy: 1, recall: 0.6631, relative_absolute_error: 0.6884, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.1551,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5773, f_measure: 0.595, kappa: 0.1755, kb_relative_information_score: 306364, mean_absolute_error: 0.3468, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6639, predictive_accuracy: 0.6532, prior_entropy: 1, recall: 0.6532, relative_absolute_error: 0.6936, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5889, root_relative_squared_error: 1.1778,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.581, f_measure: 0.5977, kappa: 0.1846, kb_relative_information_score: 316900, mean_absolute_error: 0.3416, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6791, predictive_accuracy: 0.6585, prior_entropy: 1, recall: 0.6585, relative_absolute_error: 0.6831, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5844, root_relative_squared_error: 1.1688,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.581, f_measure: 0.5977, kappa: 0.1846, kb_relative_information_score: 316900, mean_absolute_error: 0.3416, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6791, predictive_accuracy: 0.6585, prior_entropy: 1, recall: 0.6585, relative_absolute_error: 0.6831, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5844, root_relative_squared_error: 1.1688,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5823, f_measure: 0.5949, kappa: 0.19, kb_relative_information_score: 329244, mean_absolute_error: 0.3354, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7131, predictive_accuracy: 0.6646, prior_entropy: 1, recall: 0.6646, relative_absolute_error: 0.6708, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5791, root_relative_squared_error: 1.1582,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5823, f_measure: 0.5948, kappa: 0.19, kb_relative_information_score: 329440, mean_absolute_error: 0.3353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.714, predictive_accuracy: 0.6647, prior_entropy: 1, recall: 0.6647, relative_absolute_error: 0.6706, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.579, root_relative_squared_error: 1.1581,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5824, f_measure: 0.5949, kappa: 0.19, kb_relative_information_score: 329314, mean_absolute_error: 0.3353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7133, predictive_accuracy: 0.6647, prior_entropy: 1, recall: 0.6647, relative_absolute_error: 0.6707, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5791, root_relative_squared_error: 1.1582,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5817, f_measure: 0.5958, kappa: 0.1878, kb_relative_information_score: 324702, mean_absolute_error: 0.3376, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6993, predictive_accuracy: 0.6624, prior_entropy: 1, recall: 0.6624, relative_absolute_error: 0.6753, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5811, root_relative_squared_error: 1.1622,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6678, f_measure: 0.5963, kappa: 0.1927, kb_relative_information_score: 198085.8774, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7162, predictive_accuracy: 0.6658, prior_entropy: 1, recall: 0.6658, relative_absolute_error: 0.8174, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9033,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5821, f_measure: 0.5991, kappa: 0.1873, kb_relative_information_score: 319140, mean_absolute_error: 0.3404, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6813, predictive_accuracy: 0.6596, prior_entropy: 1, recall: 0.6596, relative_absolute_error: 0.6809, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5835, root_relative_squared_error: 1.1669,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6678, f_measure: 0.5963, kappa: 0.1927, kb_relative_information_score: 198085.8774, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7162, predictive_accuracy: 0.6658, prior_entropy: 1, recall: 0.6658, relative_absolute_error: 0.8174, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9033,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.582, f_measure: 0.5982, kappa: 0.1873, kb_relative_information_score: 320538, mean_absolute_error: 0.3397, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6855, predictive_accuracy: 0.6603, prior_entropy: 1, recall: 0.6603, relative_absolute_error: 0.6795, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5829, root_relative_squared_error: 1.1657,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5972, kappa: 0.1938, kb_relative_information_score: 201447.4137, mean_absolute_error: 0.4065, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7147, predictive_accuracy: 0.666, prior_entropy: 1, recall: 0.666, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5726, f_measure: 0.59, kappa: 0.1647, kb_relative_information_score: 296768, mean_absolute_error: 0.3516, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6541, predictive_accuracy: 0.6484, prior_entropy: 1, recall: 0.6484, relative_absolute_error: 0.7032, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.593, root_relative_squared_error: 1.1859,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5972, kappa: 0.1938, kb_relative_information_score: 201447.4137, mean_absolute_error: 0.4065, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7147, predictive_accuracy: 0.666, prior_entropy: 1, recall: 0.666, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5824, f_measure: 0.5948, kappa: 0.1901, kb_relative_information_score: 329602, mean_absolute_error: 0.3352, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7145, predictive_accuracy: 0.6648, prior_entropy: 1, recall: 0.6648, relative_absolute_error: 0.6704, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.579, root_relative_squared_error: 1.1579,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5972, kappa: 0.1938, kb_relative_information_score: 201447.4137, mean_absolute_error: 0.4065, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7147, predictive_accuracy: 0.666, prior_entropy: 1, recall: 0.666, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6677, f_measure: 0.5963, kappa: 0.1927, kb_relative_information_score: 197967.6949, mean_absolute_error: 0.4088, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7157, predictive_accuracy: 0.6657, prior_entropy: 1, recall: 0.6657, relative_absolute_error: 0.8176, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4517, root_relative_squared_error: 0.9034,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5973, kappa: 0.1936, kb_relative_information_score: 201349.3259, mean_absolute_error: 0.4066, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7132, predictive_accuracy: 0.6657, prior_entropy: 1, recall: 0.6657, relative_absolute_error: 0.8132, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4519, root_relative_squared_error: 0.9038,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5972, kappa: 0.1938, kb_relative_information_score: 201447.4137, mean_absolute_error: 0.4065, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7147, predictive_accuracy: 0.666, prior_entropy: 1, recall: 0.666, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6682, f_measure: 0.5973, kappa: 0.1936, kb_relative_information_score: 201349.3259, mean_absolute_error: 0.4066, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7132, predictive_accuracy: 0.6657, prior_entropy: 1, recall: 0.6657, relative_absolute_error: 0.8132, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4519, root_relative_squared_error: 0.9038,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5822, f_measure: 0.5945, kappa: 0.1896, kb_relative_information_score: 329304, mean_absolute_error: 0.3353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7144, predictive_accuracy: 0.6647, prior_entropy: 1, recall: 0.6647, relative_absolute_error: 0.6707, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5791, root_relative_squared_error: 1.1582,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5822, f_measure: 0.5945, kappa: 0.1896, kb_relative_information_score: 329304, mean_absolute_error: 0.3353, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7144, predictive_accuracy: 0.6647, prior_entropy: 1, recall: 0.6647, relative_absolute_error: 0.6707, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5791, root_relative_squared_error: 1.1582,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.596, kappa: 0.1923, kb_relative_information_score: 197900.1666, mean_absolute_error: 0.4088, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7166, predictive_accuracy: 0.6657, prior_entropy: 1, recall: 0.6657, relative_absolute_error: 0.8176, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9035,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5821, f_measure: 0.5991, kappa: 0.1873, kb_relative_information_score: 319140, mean_absolute_error: 0.3404, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6813, predictive_accuracy: 0.6596, prior_entropy: 1, recall: 0.6596, relative_absolute_error: 0.6809, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5835, root_relative_squared_error: 1.1669,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5812, f_measure: 0.5948, kappa: 0.1868, kb_relative_information_score: 324676, mean_absolute_error: 0.3377, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7015, predictive_accuracy: 0.6623, prior_entropy: 1, recall: 0.6623, relative_absolute_error: 0.6753, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5811, root_relative_squared_error: 1.1622,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5823, f_measure: 0.5949, kappa: 0.19, kb_relative_information_score: 329242, mean_absolute_error: 0.3354, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7131, predictive_accuracy: 0.6646, prior_entropy: 1, recall: 0.6646, relative_absolute_error: 0.6708, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5791, root_relative_squared_error: 1.1582,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6646, f_measure: 0.5902, kappa: 0.1854, kb_relative_information_score: 204097.8799, mean_absolute_error: 0.4085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7244, predictive_accuracy: 0.6643, prior_entropy: 1, recall: 0.6643, relative_absolute_error: 0.817, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4594, root_relative_squared_error: 0.9188,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6645, f_measure: 0.5902, kappa: 0.1853, kb_relative_information_score: 204090.0592, mean_absolute_error: 0.4085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7243, predictive_accuracy: 0.6643, prior_entropy: 1, recall: 0.6643, relative_absolute_error: 0.817, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4594, root_relative_squared_error: 0.9188,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6636, f_measure: 0.5941, kappa: 0.1885, kb_relative_information_score: 192916.3565, mean_absolute_error: 0.4108, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7124, predictive_accuracy: 0.6641, prior_entropy: 1, recall: 0.6641, relative_absolute_error: 0.8215, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4538, root_relative_squared_error: 0.9075,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.5958, kappa: 0.1921, kb_relative_information_score: 198123.0706, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.6656, prior_entropy: 1, recall: 0.6656, relative_absolute_error: 0.8173, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.5958, kappa: 0.1921, kb_relative_information_score: 198123.0706, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.6656, prior_entropy: 1, recall: 0.6656, relative_absolute_error: 0.8173, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.5958, kappa: 0.1921, kb_relative_information_score: 198123.0706, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.6656, prior_entropy: 1, recall: 0.6656, relative_absolute_error: 0.8173, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6645, f_measure: 0.5902, kappa: 0.1852, kb_relative_information_score: 204005.4095, mean_absolute_error: 0.4085, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7238, predictive_accuracy: 0.6642, prior_entropy: 1, recall: 0.6642, relative_absolute_error: 0.817, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4594, root_relative_squared_error: 0.9189,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6644, f_measure: 0.5949, kappa: 0.19, kb_relative_information_score: 192937.0257, mean_absolute_error: 0.4107, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7131, predictive_accuracy: 0.6646, prior_entropy: 1, recall: 0.6646, relative_absolute_error: 0.8213, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4533, root_relative_squared_error: 0.9065,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.5958, kappa: 0.1921, kb_relative_information_score: 198123.0706, mean_absolute_error: 0.4087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7167, predictive_accuracy: 0.6656, prior_entropy: 1, recall: 0.6656, relative_absolute_error: 0.8173, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9036,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6675, f_measure: 0.596, kappa: 0.1923, kb_relative_information_score: 197900.1666, mean_absolute_error: 0.4088, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7166, predictive_accuracy: 0.6657, prior_entropy: 1, recall: 0.6657, relative_absolute_error: 0.8176, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4518, root_relative_squared_error: 0.9035,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6646, f_measure: 0.5947, kappa: 0.1905, kb_relative_information_score: 191367.9087, mean_absolute_error: 0.4114, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7168, predictive_accuracy: 0.6652, prior_entropy: 1, recall: 0.6652, relative_absolute_error: 0.8228, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4531, root_relative_squared_error: 0.9062,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5899, f_measure: 0.5232, kappa: 0.0825, kb_relative_information_score: 106085.3094, mean_absolute_error: 0.4544, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6845, predictive_accuracy: 0.63, prior_entropy: 1, recall: 0.63, relative_absolute_error: 0.9088, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4751, root_relative_squared_error: 0.9503,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6607, f_measure: 0.5916, kappa: 0.1846, kb_relative_information_score: 187872.7264, mean_absolute_error: 0.4142, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7117, predictive_accuracy: 0.6628, prior_entropy: 1, recall: 0.6628, relative_absolute_error: 0.8283, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4542, root_relative_squared_error: 0.9085,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5495, f_measure: 0.5465, kappa: 0.1136, kb_relative_information_score: 278067.7897, mean_absolute_error: 0.361, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.684, predictive_accuracy: 0.639, prior_entropy: 1, recall: 0.639, relative_absolute_error: 0.7219, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6007, root_relative_squared_error: 1.2014,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6345, f_measure: 0.5672, kappa: 0.1481, kb_relative_information_score: 150938.7612, mean_absolute_error: 0.4328, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7096, predictive_accuracy: 0.6514, prior_entropy: 1, recall: 0.6514, relative_absolute_error: 0.8657, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4634, root_relative_squared_error: 0.9268,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.656, f_measure: 0.5869, kappa: 0.1783, kb_relative_information_score: 182243.8197, mean_absolute_error: 0.417, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7146, predictive_accuracy: 0.6612, prior_entropy: 1, recall: 0.6612, relative_absolute_error: 0.834, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4557, root_relative_squared_error: 0.9114,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... Classifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6401, f_measure: 0.4821, kappa: 0.0297, kb_relative_information_score: 83458.1946, mean_absolute_error: 0.4665, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6771, predictive_accuracy: 0.6145, prior_entropy: 1, recall: 0.6145, relative_absolute_error: 0.9331, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4788, root_relative_squared_error: 0.9577,
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(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5165, f_measure: 0.4891, kappa: 0.0396, kb_relative_information_score: 235492, mean_absolute_error: 0.3823, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6935, predictive_accuracy: 0.6177, prior_entropy: 1, recall: 0.6177, relative_absolute_error: 0.7645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6183, root_relative_squared_error: 1.2365,
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(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5715, f_measure: 0.5822, kappa: 0.165, kb_relative_information_score: 308962, mean_absolute_error: 0.3455, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6896, predictive_accuracy: 0.6545, prior_entropy: 1, recall: 0.6545, relative_absolute_error: 0.691, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5878, root_relative_squared_error: 1.1756,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6642, f_measure: 0.5947, kappa: 0.1905, kb_relative_information_score: 191537.3158, mean_absolute_error: 0.4113, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7168, predictive_accuracy: 0.6652, prior_entropy: 1, recall: 0.6652, relative_absolute_error: 0.8225, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4531, root_relative_squared_error: 0.9062,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5674, f_measure: 0.5663, kappa: 0.1478, kb_relative_information_score: 124686.704, mean_absolute_error: 0.4485, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7144, predictive_accuracy: 0.6517, prior_entropy: 1, recall: 0.6517, relative_absolute_error: 0.8969, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4742, root_relative_squared_error: 0.9485,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6562, f_measure: 0.5905, kappa: 0.1808, kb_relative_information_score: 192973.6722, mean_absolute_error: 0.4105, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7031, predictive_accuracy: 0.6607, prior_entropy: 1, recall: 0.6607, relative_absolute_error: 0.821, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4553, root_relative_squared_error: 0.9106,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5049, f_measure: 0.4682, kappa: 0.0118, kb_relative_information_score: 217960.9466, mean_absolute_error: 0.391, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6436, predictive_accuracy: 0.609, prior_entropy: 1, recall: 0.609, relative_absolute_error: 0.782, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6253, root_relative_squared_error: 1.2506,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5648, f_measure: 0.5866, kappa: 0.1243, kb_relative_information_score: 184519.9145, mean_absolute_error: 0.4092, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5848, predictive_accuracy: 0.6004, prior_entropy: 1, recall: 0.6004, relative_absolute_error: 0.8184, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6003, root_relative_squared_error: 1.2005,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6392, f_measure: 0.5854, kappa: 0.1735, kb_relative_information_score: 159104.6682, mean_absolute_error: 0.4313, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7041, predictive_accuracy: 0.6587, prior_entropy: 1, recall: 0.6587, relative_absolute_error: 0.8626, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4642, root_relative_squared_error: 0.9284,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5314, f_measure: 0.4681, kappa: 0.0136, kb_relative_information_score: 73973.435, mean_absolute_error: 0.4697, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7036, predictive_accuracy: 0.6101, prior_entropy: 1, recall: 0.6101, relative_absolute_error: 0.9394, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4848, root_relative_squared_error: 0.9696,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5155, f_measure: 0.488, kappa: 0.0372, kb_relative_information_score: 233468, mean_absolute_error: 0.3833, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6811, predictive_accuracy: 0.6167, prior_entropy: 1, recall: 0.6167, relative_absolute_error: 0.7665, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6191, root_relative_squared_error: 1.2382,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6579, f_measure: 0.5842, kappa: 0.1739, kb_relative_information_score: 178835.4308, mean_absolute_error: 0.4186, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7133, predictive_accuracy: 0.6597, prior_entropy: 1, recall: 0.6597, relative_absolute_error: 0.8373, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4568, root_relative_squared_error: 0.9136,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6563, f_measure: 0.6059, kappa: 0.1781, kb_relative_information_score: 199507.5094, mean_absolute_error: 0.406, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6332, predictive_accuracy: 0.6439, prior_entropy: 1, recall: 0.6439, relative_absolute_error: 0.812, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4624, root_relative_squared_error: 0.9247,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5375, f_measure: 0.5265, kappa: 0.0881, kb_relative_information_score: 90812.5435, mean_absolute_error: 0.4634, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6921, predictive_accuracy: 0.6321, prior_entropy: 1, recall: 0.6321, relative_absolute_error: 0.9268, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4811, root_relative_squared_error: 0.9623,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6642, f_measure: 0.5948, kappa: 0.1905, kb_relative_information_score: 186047.4019, mean_absolute_error: 0.4146, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7163, predictive_accuracy: 0.6651, prior_entropy: 1, recall: 0.6651, relative_absolute_error: 0.8293, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4535, root_relative_squared_error: 0.907,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5202, f_measure: 0.4576, kappa: 0.0005, kb_relative_information_score: 72249.0671, mean_absolute_error: 0.4697, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7108, predictive_accuracy: 0.6061, prior_entropy: 1, recall: 0.6061, relative_absolute_error: 0.9395, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4847, root_relative_squared_error: 0.9694,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6613, f_measure: 0.5901, kappa: 0.183, kb_relative_information_score: 192665.8081, mean_absolute_error: 0.4111, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7149, predictive_accuracy: 0.6627, prior_entropy: 1, recall: 0.6627, relative_absolute_error: 0.8223, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4538, root_relative_squared_error: 0.9077,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.57, f_measure: 0.5787, kappa: 0.1602, kb_relative_information_score: 132523.453, mean_absolute_error: 0.4442, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6902, predictive_accuracy: 0.6532, prior_entropy: 1, recall: 0.6532, relative_absolute_error: 0.8885, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4768, root_relative_squared_error: 0.9535,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.517, f_measure: 0.4961, kappa: 0.0404, kb_relative_information_score: 230622, mean_absolute_error: 0.3847, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6277, predictive_accuracy: 0.6154, prior_entropy: 1, ram_hours: 0, recall: 0.6154, relative_absolute_error: 0.7694, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.62, root_relative_squared_error: 1.2401, run_cpu_time: 21.75,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211716, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, ram_hours: 0.0066, recall: 0.6059, relative_absolute_error: 0.7883, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6276, root_relative_squared_error: 1.2552, run_cpu_time: 83.08,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.57, f_measure: 0.5805, kappa: 0.1615, kb_relative_information_score: 305848, mean_absolute_error: 0.3471, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6853, predictive_accuracy: 0.6529, prior_entropy: 1, ram_hours: 0, recall: 0.6529, relative_absolute_error: 0.6942, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5891, root_relative_squared_error: 1.1783, run_cpu_time: 20.75,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6674, f_measure: 0.5959, kappa: 0.1921, kb_relative_information_score: 197318.9719, mean_absolute_error: 0.4091, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7162, predictive_accuracy: 0.6656, prior_entropy: 1, ram_hours: 0.0029, recall: 0.6656, relative_absolute_error: 0.8183, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4519, root_relative_squared_error: 0.9038, run_cpu_time: 403.09,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.57, f_measure: 0.5787, kappa: 0.1602, kb_relative_information_score: 132523.453, mean_absolute_error: 0.4442, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6902, predictive_accuracy: 0.6532, prior_entropy: 1, ram_hours: 0, recall: 0.6532, relative_absolute_error: 0.8885, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4768, root_relative_squared_error: 0.9535, run_cpu_time: 23.54,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6494, f_measure: 0.5817, kappa: 0.167, kb_relative_information_score: 177948.9606, mean_absolute_error: 0.4184, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7003, predictive_accuracy: 0.6563, prior_entropy: 1, ram_hours: 0, recall: 0.6563, relative_absolute_error: 0.8369, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4581, root_relative_squared_error: 0.9162, run_cpu_time: 35.68,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.4573, kb_relative_information_score: 211896, mean_absolute_error: 0.3941, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.3672, predictive_accuracy: 0.6059, prior_entropy: 1, ram_hours: 0, recall: 0.6059, relative_absolute_error: 0.7881, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6277, root_relative_squared_error: 1.2555, run_cpu_time: 21.21,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5731, f_measure: 0.5854, kappa: 0.1678, kb_relative_information_score: 308526, mean_absolute_error: 0.3457, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6826, predictive_accuracy: 0.6544, prior_entropy: 1, ram_hours: 0, recall: 0.6544, relative_absolute_error: 0.6915, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5878, root_relative_squared_error: 1.1756, run_cpu_time: 26.24,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6109, f_measure: 0.5745, kappa: 0.1524, kb_relative_information_score: 153073.8155, mean_absolute_error: 0.4312, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6837, predictive_accuracy: 0.6501, prior_entropy: 1, ram_hours: 0, recall: 0.6501, relative_absolute_error: 0.8623, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4701, root_relative_squared_error: 0.9403, run_cpu_time: 22.08,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(spambase)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6656, f_measure: 0.6091, kappa: 0.1861, kb_relative_information_score: 132114.8245, mean_absolute_error: 0.4399, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6401, predictive_accuracy: 0.6482, prior_entropy: 1, ram_hours: 0.0028, recall: 0.6482, relative_absolute_error: 0.8798, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4616, root_relative_squared_error: 0.9232, run_cpu_time: 415.51,

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(spambase) (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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