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Supervised Data Stream Classification on BNG(SPECT)

Supervised Data Stream Classification on BNG(SPECT)

Task 7283 Supervised Data Stream Classification BNG(SPECT) 313 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.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9773, f_measure: 0.9655, kappa: 0.8989, kb_relative_information_score: 929122, mean_absolute_error: 0.0354, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9696, predictive_accuracy: 0.9646, prior_entropy: 1, recall: 0.9646, relative_absolute_error: 0.0709, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1883, root_relative_squared_error: 0.3765,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttemptV2_kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.983, f_measure: 0.9661, kappa: 0.9006, kb_relative_information_score: 931036.4, mean_absolute_error: 0.0346, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9702, predictive_accuracy: 0.9652, prior_entropy: 1, recall: 0.9652, relative_absolute_error: 0.0691, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1782, root_relative_squared_error: 0.3564,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttemptV2_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9778, f_measure: 0.966, kappa: 0.9003, kb_relative_information_score: 930186, mean_absolute_error: 0.0349, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9701, predictive_accuracy: 0.9651, prior_entropy: 1, recall: 0.9651, relative_absolute_error: 0.0698, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1868, root_relative_squared_error: 0.3737,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9732, f_measure: 0.9278, kappa: 0.7966, kb_relative_information_score: 845082.3367, mean_absolute_error: 0.0778, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9442, predictive_accuracy: 0.9238, prior_entropy: 1, recall: 0.9238, relative_absolute_error: 0.1556, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2699, root_relative_squared_error: 0.5398,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttemptV2_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9747, f_measure: 0.9364, kappa: 0.819, kb_relative_information_score: 865301.5192, mean_absolute_error: 0.0675, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9494, predictive_accuracy: 0.9332, prior_entropy: 1, recall: 0.9332, relative_absolute_error: 0.135, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2526, root_relative_squared_error: 0.5052,
Jan van Rijn 8 years ago
ran flow moa.StackingAttemptV2_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9854, f_measure: 0.9659, kappa: 0.8999, kb_relative_information_score: 929893.3604, mean_absolute_error: 0.0351, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.97, predictive_accuracy: 0.9649, prior_entropy: 1, recall: 0.9649, relative_absolute_error: 0.0701, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1852, root_relative_squared_error: 0.3703,
Jan van Rijn 8 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9352, f_measure: 0.8468, kappa: 0.5065, kb_relative_information_score: 689270.3059, mean_absolute_error: 0.1594, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8508, predictive_accuracy: 0.8596, prior_entropy: 1, recall: 0.8596, relative_absolute_error: 0.3188, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2937, root_relative_squared_error: 0.5875,
Jan van Rijn 8 years ago
ran flow moa.StackingAttemptV2_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0719, kb_relative_information_score: -583160, mean_absolute_error: 0.7916, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0434, predictive_accuracy: 0.2084, prior_entropy: 1, recall: 0.2084, relative_absolute_error: 1.5832, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7794,
Jan van Rijn 8 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9628, kappa: 0.8909, kb_relative_information_score: 913864.8152, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9672, predictive_accuracy: 0.9617, prior_entropy: 1, recall: 0.9617, relative_absolute_error: 0.088, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1862, root_relative_squared_error: 0.3725,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_kNN(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9628, kappa: 0.8909, kb_relative_information_score: 913864.8152, mean_absolute_error: 0.044, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9672, predictive_accuracy: 0.9617, prior_entropy: 1, recall: 0.9617, relative_absolute_error: 0.088, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1862, root_relative_squared_error: 0.3725,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9705, kappa: 0.9131, kb_relative_information_score: 936486.2201, mean_absolute_error: 0.0322, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9736, predictive_accuracy: 0.9698, prior_entropy: 1, recall: 0.9698, relative_absolute_error: 0.0645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1589, root_relative_squared_error: 0.3179,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.9497, kappa: 0.8432, kb_relative_information_score: 769525.2944, mean_absolute_error: 0.1324, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9514, predictive_accuracy: 0.9513, prior_entropy: 1, recall: 0.9513, relative_absolute_error: 0.2649, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2004, root_relative_squared_error: 0.4007,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9712, kappa: 0.915, kb_relative_information_score: 938762.2664, mean_absolute_error: 0.031, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9741, predictive_accuracy: 0.9705, prior_entropy: 1, recall: 0.9705, relative_absolute_error: 0.062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1645, root_relative_squared_error: 0.3291,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.6995, kappa: -0, kb_relative_information_score: 353052.7799, mean_absolute_error: 0.348, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6266, predictive_accuracy: 0.7916, prior_entropy: 1, recall: 0.7916, relative_absolute_error: 0.6959, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4074, root_relative_squared_error: 0.8147,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9809, f_measure: 0.9707, kappa: 0.9137, kb_relative_information_score: 940028, mean_absolute_error: 0.03, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9738, predictive_accuracy: 0.97, prior_entropy: 1, recall: 0.97, relative_absolute_error: 0.06, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1732, root_relative_squared_error: 0.3463,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_SGD(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9659, f_measure: 0.9722, kappa: 0.9165, kb_relative_information_score: 943946, mean_absolute_error: 0.028, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9727, predictive_accuracy: 0.972, prior_entropy: 1, recall: 0.972, relative_absolute_error: 0.0561, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1674, root_relative_squared_error: 0.3348,
Joaquin Vanschoren 8 years ago
ran flow moa.StackingAttempt_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9857, f_measure: 0.9488, kappa: 0.8523, kb_relative_information_score: 889953.4317, mean_absolute_error: 0.0559, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9575, predictive_accuracy: 0.9467, prior_entropy: 1, recall: 0.9467, relative_absolute_error: 0.1118, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.2179, root_relative_squared_error: 0.4357,
Joaquin Vanschoren 8 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8047, f_measure: 0.8037, kappa: 0.3779, kb_relative_information_score: 504228.1718, mean_absolute_error: 0.2615, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7991, predictive_accuracy: 0.8146, prior_entropy: 1, recall: 0.8146, relative_absolute_error: 0.5231, 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.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7008, f_measure: 0.7034, kappa: 0.0089, kb_relative_information_score: 425478.7799, mean_absolute_error: 0.3041, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6829, predictive_accuracy: 0.7838, prior_entropy: 1, recall: 0.7838, relative_absolute_error: 0.6081, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3953, root_relative_squared_error: 0.7906,
Joaquin Vanschoren 8 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7961, f_measure: 0.7801, kappa: 0.3807, kb_relative_information_score: 350222.7655, mean_absolute_error: 0.3426, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8011, predictive_accuracy: 0.768, prior_entropy: 1, recall: 0.768, relative_absolute_error: 0.6851, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3963, root_relative_squared_error: 0.7927,
Joaquin Vanschoren 8 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0719, kb_relative_information_score: -583160, mean_absolute_error: 0.7916, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0434, predictive_accuracy: 0.2084, prior_entropy: 1, recall: 0.2084, relative_absolute_error: 1.5832, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7794,
Joaquin Vanschoren 8 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8691, f_measure: 0.8385, kappa: 0.4869, kb_relative_information_score: 593519.4256, mean_absolute_error: 0.215, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8373, predictive_accuracy: 0.8482, prior_entropy: 1, recall: 0.8482, relative_absolute_error: 0.43, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3316, root_relative_squared_error: 0.6632,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8845, f_measure: 0.8452, kappa: 0.5106, kb_relative_information_score: 603684.9722, mean_absolute_error: 0.2097, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8436, predictive_accuracy: 0.8531, prior_entropy: 1, recall: 0.8531, relative_absolute_error: 0.4195, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3236, root_relative_squared_error: 0.6471,
Jan van Rijn 8 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9827, f_measure: 0.9711, kappa: 0.9147, kb_relative_information_score: 940715.9809, mean_absolute_error: 0.0296, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9741, predictive_accuracy: 0.9704, prior_entropy: 1, recall: 0.9704, relative_absolute_error: 0.0593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1718, root_relative_squared_error: 0.3435,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8844, f_measure: 0.8452, kappa: 0.5108, kb_relative_information_score: 603543.7377, mean_absolute_error: 0.2098, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8437, predictive_accuracy: 0.8533, prior_entropy: 1, recall: 0.8533, relative_absolute_error: 0.4197, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3236, root_relative_squared_error: 0.6472,
Jan van Rijn 8 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9827, f_measure: 0.9711, kappa: 0.9147, kb_relative_information_score: 940715.9809, mean_absolute_error: 0.0296, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9741, predictive_accuracy: 0.9704, prior_entropy: 1, recall: 0.9704, relative_absolute_error: 0.0593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1718, root_relative_squared_error: 0.3435,
Jan van Rijn 8 years ago
ran flow moa.StackingAttempt_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9827, f_measure: 0.9711, kappa: 0.9147, kb_relative_information_score: 940715.9809, mean_absolute_error: 0.0296, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9741, predictive_accuracy: 0.9704, prior_entropy: 1, recall: 0.9704, relative_absolute_error: 0.0593, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1718, root_relative_squared_error: 0.3435,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999964, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0042, root_relative_squared_error: 0.0085,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999932, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0058, root_relative_squared_error: 0.0117,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999956, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0047, root_relative_squared_error: 0.0094,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999932, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0058, root_relative_squared_error: 0.0117,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999956, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0047, root_relative_squared_error: 0.0094,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9852, kappa: 0.9552, kb_relative_information_score: 970218, mean_absolute_error: 0.0149, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9853, predictive_accuracy: 0.9851, prior_entropy: 1, recall: 0.9851, relative_absolute_error: 0.0298, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.122, root_relative_squared_error: 0.2441,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.877, f_measure: 0.8405, kappa: 0.4926, kb_relative_information_score: 590585.7378, mean_absolute_error: 0.2174, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8396, predictive_accuracy: 0.8504, prior_entropy: 1, recall: 0.8504, relative_absolute_error: 0.4349, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3277, root_relative_squared_error: 0.6554,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999960, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0045, root_relative_squared_error: 0.0089,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8767, f_measure: 0.8405, kappa: 0.4928, kb_relative_information_score: 590471.4468, mean_absolute_error: 0.2175, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8395, predictive_accuracy: 0.8503, prior_entropy: 1, recall: 0.8503, relative_absolute_error: 0.4349, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3279, root_relative_squared_error: 0.6557,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9997, kappa: 0.9992, kb_relative_information_score: 999458, mean_absolute_error: 0.0003, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9997, predictive_accuracy: 0.9997, prior_entropy: 1, recall: 0.9997, relative_absolute_error: 0.0005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0165, root_relative_squared_error: 0.0329,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8761, f_measure: 0.84, kappa: 0.491, kb_relative_information_score: 590151.1231, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8391, predictive_accuracy: 0.8499, prior_entropy: 1, recall: 0.8499, relative_absolute_error: 0.4352, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3283, root_relative_squared_error: 0.6565,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8842, f_measure: 0.8452, kappa: 0.5109, kb_relative_information_score: 603806.7939, mean_absolute_error: 0.2097, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8436, predictive_accuracy: 0.8532, prior_entropy: 1, recall: 0.8532, relative_absolute_error: 0.4193, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3237, root_relative_squared_error: 0.6473,
Jan van Rijn 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9997, kappa: 0.9992, kb_relative_information_score: 999458, mean_absolute_error: 0.0003, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9997, predictive_accuracy: 0.9997, prior_entropy: 1, recall: 0.9997, relative_absolute_error: 0.0005, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0165, root_relative_squared_error: 0.0329,
Jan van Rijn 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8837, f_measure: 0.8451, kappa: 0.5107, kb_relative_information_score: 603360.4741, mean_absolute_error: 0.2099, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8435, predictive_accuracy: 0.8531, prior_entropy: 1, recall: 0.8531, relative_absolute_error: 0.4198, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.324, root_relative_squared_error: 0.6479,
Jan van Rijn 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0082,
Joaquin Vanschoren 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9459, f_measure: 0.8425, kappa: 0.4854, kb_relative_information_score: 613854.1242, mean_absolute_error: 0.2067, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8574, predictive_accuracy: 0.8611, prior_entropy: 1, recall: 0.8611, relative_absolute_error: 0.4135, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3019, root_relative_squared_error: 0.6039,
Joaquin Vanschoren 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 995824.4711, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0129,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 995824.4711, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0129,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 995824.4711, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0129,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8758, f_measure: 0.8397, kappa: 0.49, kb_relative_information_score: 590026.2116, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8388, predictive_accuracy: 0.8497, prior_entropy: 1, recall: 0.8497, relative_absolute_error: 0.4353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6569,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8758, f_measure: 0.8397, kappa: 0.49, kb_relative_information_score: 590026.2116, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8388, predictive_accuracy: 0.8497, prior_entropy: 1, recall: 0.8497, relative_absolute_error: 0.4353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6569,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9459, f_measure: 0.8422, kappa: 0.4843, kb_relative_information_score: 614148.1168, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8568, predictive_accuracy: 0.8607, prior_entropy: 1, recall: 0.8607, relative_absolute_error: 0.4132, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3018, root_relative_squared_error: 0.6036,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9459, f_measure: 0.8426, kappa: 0.4857, kb_relative_information_score: 613826.4522, mean_absolute_error: 0.2068, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8576, predictive_accuracy: 0.8612, prior_entropy: 1, recall: 0.8612, relative_absolute_error: 0.4135, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3019, root_relative_squared_error: 0.6039,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8758, f_measure: 0.8397, kappa: 0.49, kb_relative_information_score: 590026.2116, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8388, predictive_accuracy: 0.8497, prior_entropy: 1, recall: 0.8497, relative_absolute_error: 0.4353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6569,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8758, f_measure: 0.8397, kappa: 0.49, kb_relative_information_score: 590026.2116, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8388, predictive_accuracy: 0.8497, prior_entropy: 1, recall: 0.8497, relative_absolute_error: 0.4353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6569,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8767, f_measure: 0.8405, kappa: 0.4928, kb_relative_information_score: 590471.4468, mean_absolute_error: 0.2175, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8395, predictive_accuracy: 0.8503, prior_entropy: 1, recall: 0.8503, relative_absolute_error: 0.4349, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3279, root_relative_squared_error: 0.6557,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8761, f_measure: 0.84, kappa: 0.491, kb_relative_information_score: 590151.1231, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8391, predictive_accuracy: 0.8499, prior_entropy: 1, recall: 0.8499, relative_absolute_error: 0.4352, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3283, root_relative_squared_error: 0.6565,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8758, f_measure: 0.8397, kappa: 0.49, kb_relative_information_score: 590026.2116, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8388, predictive_accuracy: 0.8497, prior_entropy: 1, recall: 0.8497, relative_absolute_error: 0.4353, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6569,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8754, f_measure: 0.8405, kappa: 0.4929, kb_relative_information_score: 590073.8383, mean_absolute_error: 0.2176, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8395, predictive_accuracy: 0.8502, prior_entropy: 1, recall: 0.8502, relative_absolute_error: 0.4352, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3284, root_relative_squared_error: 0.6568,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8077, f_measure: 0.8014, kappa: 0.3683, kb_relative_information_score: 493497.077, mean_absolute_error: 0.268, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7969, predictive_accuracy: 0.8138, prior_entropy: 1, recall: 0.8138, relative_absolute_error: 0.5359, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3619, root_relative_squared_error: 0.7239,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7727, f_measure: 0.7688, kappa: 0.3469, kb_relative_information_score: 475205.0088, mean_absolute_error: 0.2667, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7892, predictive_accuracy: 0.7564, prior_entropy: 1, recall: 0.7564, relative_absolute_error: 0.5335, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.427, root_relative_squared_error: 0.8539,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 995818.3119, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0058, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0127,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... AClassifier_VotedPerceptron(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6848, f_measure: 0.8051, kappa: 0.3696, kb_relative_information_score: 647125.6885, mean_absolute_error: 0.1764, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8043, predictive_accuracy: 0.8232, prior_entropy: 1, recall: 0.8232, relative_absolute_error: 0.3528, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4152, root_relative_squared_error: 0.8305,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8376, f_measure: 0.8128, kappa: 0.3961, kb_relative_information_score: 523900.3555, mean_absolute_error: 0.2531, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8124, predictive_accuracy: 0.8293, prior_entropy: 1, recall: 0.8293, relative_absolute_error: 0.5062, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3493, root_relative_squared_error: 0.6986,
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(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5145, f_measure: 0.6997, kappa: 0.0004, kb_relative_information_score: 582203.2518, mean_absolute_error: 0.2089, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6771, predictive_accuracy: 0.791, prior_entropy: 1, recall: 0.791, relative_absolute_error: 0.4177, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9132,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8285, f_measure: 0.8152, kappa: 0.4077, kb_relative_information_score: 528748.5213, mean_absolute_error: 0.2488, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8132, predictive_accuracy: 0.8291, prior_entropy: 1, recall: 0.8291, relative_absolute_error: 0.4976, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3526, root_relative_squared_error: 0.7052,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8075, f_measure: 0.7695, kappa: 0.2326, kb_relative_information_score: 486834.3709, mean_absolute_error: 0.2721, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7914, predictive_accuracy: 0.8129, prior_entropy: 1, recall: 0.8129, relative_absolute_error: 0.5443, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.362, root_relative_squared_error: 0.7241,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8163, f_measure: 0.8289, kappa: 0.4511, kb_relative_information_score: 541949.9754, mean_absolute_error: 0.2473, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.829, predictive_accuracy: 0.8421, prior_entropy: 1, recall: 0.8421, relative_absolute_error: 0.4947, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.347, root_relative_squared_error: 0.694,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7726, f_measure: 0.7687, kappa: 0.3469, kb_relative_information_score: 475279.9801, mean_absolute_error: 0.2667, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7892, predictive_accuracy: 0.7564, prior_entropy: 1, recall: 0.7564, relative_absolute_error: 0.5334, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.427, root_relative_squared_error: 0.854,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8287, f_measure: 0.8181, kappa: 0.418, kb_relative_information_score: 531545.5957, mean_absolute_error: 0.2469, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.816, predictive_accuracy: 0.8311, prior_entropy: 1, recall: 0.8311, relative_absolute_error: 0.4939, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3526, root_relative_squared_error: 0.7052,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6807, f_measure: 0.6995, kappa: -0, kb_relative_information_score: 428560.7519, mean_absolute_error: 0.3018, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6266, predictive_accuracy: 0.7916, prior_entropy: 1, recall: 0.7916, relative_absolute_error: 0.6035, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3882, root_relative_squared_error: 0.7764,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0719, kb_relative_information_score: -583160, mean_absolute_error: 0.7916, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0434, predictive_accuracy: 0.2084, prior_entropy: 1, recall: 0.2084, relative_absolute_error: 1.5832, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7794,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6995, kappa: -0, kb_relative_information_score: 583158, mean_absolute_error: 0.2084, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6266, predictive_accuracy: 0.7916, prior_entropy: 1, recall: 0.7916, relative_absolute_error: 0.4168, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4565, root_relative_squared_error: 0.9131,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7015, f_measure: 0.7745, kappa: 0.3091, kb_relative_information_score: 542005.5088, mean_absolute_error: 0.2312, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7722, predictive_accuracy: 0.777, prior_entropy: 1, recall: 0.777, relative_absolute_error: 0.4625, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4279, root_relative_squared_error: 0.8558,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6496, f_measure: 0.7732, kappa: 0.2509, kb_relative_information_score: 616051.5595, mean_absolute_error: 0.1918, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7779, predictive_accuracy: 0.807, prior_entropy: 1, recall: 0.807, relative_absolute_error: 0.3836, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4309, root_relative_squared_error: 0.8617,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8181, f_measure: 0.8091, kappa: 0.4077, kb_relative_information_score: 557933.2976, mean_absolute_error: 0.2311, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8056, predictive_accuracy: 0.8141, prior_entropy: 1, recall: 0.8141, relative_absolute_error: 0.4622, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3637, root_relative_squared_error: 0.7275,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6949, f_measure: 0.6995, kappa: -0.0002, kb_relative_information_score: 428593.7642, mean_absolute_error: 0.3021, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6664, predictive_accuracy: 0.791, prior_entropy: 1, recall: 0.791, relative_absolute_error: 0.6042, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3879, root_relative_squared_error: 0.7758,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.6995, kappa: -0.0002, kb_relative_information_score: 581924, mean_absolute_error: 0.209, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6664, predictive_accuracy: 0.791, prior_entropy: 1, recall: 0.791, relative_absolute_error: 0.4181, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4572, root_relative_squared_error: 0.9144,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8504, f_measure: 0.8281, kappa: 0.4471, kb_relative_information_score: 558066.1563, mean_absolute_error: 0.2359, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8287, predictive_accuracy: 0.842, prior_entropy: 1, recall: 0.842, relative_absolute_error: 0.4717, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3411, root_relative_squared_error: 0.6821,
Jan van Rijn 9 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 995823.7518, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0057, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0127,
Jan van Rijn 9 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7155, f_measure: 0.8224, kappa: 0.4518, kb_relative_information_score: 544886.5624, mean_absolute_error: 0.2419, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8198, predictive_accuracy: 0.8259, prior_entropy: 1, recall: 0.8259, relative_absolute_error: 0.4838, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3668, root_relative_squared_error: 0.7336,
Jan van Rijn 9 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7724, f_measure: 0.7686, kappa: 0.3467, kb_relative_information_score: 474612.8307, mean_absolute_error: 0.2671, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7891, predictive_accuracy: 0.7562, prior_entropy: 1, recall: 0.7562, relative_absolute_error: 0.5342, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4267, root_relative_squared_error: 0.8535,
Jan van Rijn 9 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6806, f_measure: 0.6995, kappa: -0, kb_relative_information_score: 428695.6736, mean_absolute_error: 0.3017, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6266, predictive_accuracy: 0.7916, prior_entropy: 1, recall: 0.7916, relative_absolute_error: 0.6034, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3882, root_relative_squared_error: 0.7764,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8679, f_measure: 0.8379, kappa: 0.4847, kb_relative_information_score: 588021.3886, mean_absolute_error: 0.2182, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8366, predictive_accuracy: 0.8477, prior_entropy: 1, recall: 0.8477, relative_absolute_error: 0.4364, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3322, root_relative_squared_error: 0.6645,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0719, kb_relative_information_score: -583160, mean_absolute_error: 0.7916, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0434, predictive_accuracy: 0.2084, prior_entropy: 1, recall: 0.2084, relative_absolute_error: 1.5832, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8897, root_relative_squared_error: 1.7794,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7571, f_measure: 0.8305, kappa: 0.4608, kb_relative_information_score: 565494.0717, mean_absolute_error: 0.2323, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8288, predictive_accuracy: 0.8411, prior_entropy: 1, recall: 0.8411, relative_absolute_error: 0.4645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3584, root_relative_squared_error: 0.7169,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.6995, kappa: -0.0002, kb_relative_information_score: 582542, mean_absolute_error: 0.2087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6664, predictive_accuracy: 0.791, prior_entropy: 1, recall: 0.791, relative_absolute_error: 0.4175, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9132,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.0719, kb_relative_information_score: -582542, mean_absolute_error: 0.7913, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.0434, predictive_accuracy: 0.2084, prior_entropy: 1, recall: 0.2084, relative_absolute_error: 1.5825, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.8894, root_relative_squared_error: 1.7788,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7709, f_measure: 0.7717, kappa: 0.3458, kb_relative_information_score: 487378.1987, mean_absolute_error: 0.2606, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7873, predictive_accuracy: 0.7614, prior_entropy: 1, recall: 0.7614, relative_absolute_error: 0.5212, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4217, root_relative_squared_error: 0.8433,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.6995, kappa: -0.0002, kb_relative_information_score: 582542, mean_absolute_error: 0.2087, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6664, predictive_accuracy: 0.791, prior_entropy: 1, recall: 0.791, relative_absolute_error: 0.4175, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4566, root_relative_squared_error: 0.9132,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7763, f_measure: 0.7986, kappa: 0.3425, kb_relative_information_score: 540617.26, mean_absolute_error: 0.242, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8009, predictive_accuracy: 0.8215, prior_entropy: 1, recall: 0.8215, relative_absolute_error: 0.4841, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3741, root_relative_squared_error: 0.7483,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7571, f_measure: 0.8305, kappa: 0.4608, kb_relative_information_score: 565494.0717, mean_absolute_error: 0.2323, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8288, predictive_accuracy: 0.8411, prior_entropy: 1, recall: 0.8411, relative_absolute_error: 0.4645, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3584, root_relative_squared_error: 0.7169,
Jan van Rijn 10 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6136, f_measure: 0.7818, kappa: 0.2834, kb_relative_information_score: 620792, mean_absolute_error: 0.1896, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.784, predictive_accuracy: 0.8104, prior_entropy: 1, recall: 0.8104, relative_absolute_error: 0.3792, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4354, root_relative_squared_error: 0.8709,
Jan van Rijn 10 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.6995, kappa: -0, kb_relative_information_score: 385923.6102, mean_absolute_error: 0.3303, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6266, predictive_accuracy: 0.7916, prior_entropy: 1, recall: 0.7916, relative_absolute_error: 0.6606, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4062, root_relative_squared_error: 0.8124,
Jan van Rijn 10 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.6698, kappa: -0.0008, kb_relative_information_score: 339580, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6698, predictive_accuracy: 0.6698, prior_entropy: 1, recall: 0.6698, relative_absolute_error: 0.6604, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.1493,
Jan van Rijn 10 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8218, f_measure: 0.8058, kappa: 0.3694, kb_relative_information_score: 530571.2407, mean_absolute_error: 0.2481, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.807, predictive_accuracy: 0.8256, prior_entropy: 1, recall: 0.8256, relative_absolute_error: 0.4961, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3535, root_relative_squared_error: 0.7071,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(SPECT)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8684, f_measure: 0.8403, kappa: 0.4943, kb_relative_information_score: 593679.3922, mean_absolute_error: 0.2149, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8386, predictive_accuracy: 0.849, prior_entropy: 1, recall: 0.849, relative_absolute_error: 0.4299, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3316, root_relative_squared_error: 0.6632,

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(SPECT) (1)
target_feature OVERALL_DIAGNOSIS

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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