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Supervised Data Stream Classification on BNG(lymph)

Supervised Data Stream Classification on BNG(lymph)

Task 2132 Supervised Data Stream Classification BNG(lymph) 291 runs submitted
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  • ECMLPKDD2015 streamensembles streams study_11 study_16
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Joaquin Vanschoren 9 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9646, f_measure: 0.9029, kappa: 0.8188, kb_relative_information_score: 857617.4421, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9032, predictive_accuracy: 0.9032, prior_entropy: 2, recall: 0.9032, relative_absolute_error: 0.1807, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1931, root_relative_squared_error: 0.446,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9505, f_measure: 0.8792, kappa: 0.7743, kb_relative_information_score: 764610.0762, mean_absolute_error: 0.1203, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8796, predictive_accuracy: 0.8795, prior_entropy: 2, recall: 0.8795, relative_absolute_error: 0.3208, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2217, root_relative_squared_error: 0.5119,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9769, f_measure: 0.9161, kappa: 0.8435, kb_relative_information_score: 863295.4429, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9163, predictive_accuracy: 0.9167, prior_entropy: 2, recall: 0.9167, relative_absolute_error: 0.1805, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1765, root_relative_squared_error: 0.4076,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.916, kappa: 0.8433, kb_relative_information_score: 863294.2686, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9162, predictive_accuracy: 0.9166, prior_entropy: 2, recall: 0.9166, relative_absolute_error: 0.1805, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1766, root_relative_squared_error: 0.4079,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9086, f_measure: 0.9024, kappa: 0.8178, kb_relative_information_score: 882504.8031, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9027, predictive_accuracy: 0.9027, prior_entropy: 2, recall: 0.9027, relative_absolute_error: 0.1297, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2206, root_relative_squared_error: 0.5094,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9086, f_measure: 0.9024, kappa: 0.8179, kb_relative_information_score: 882531.3685, mean_absolute_error: 0.0486, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9027, predictive_accuracy: 0.9027, prior_entropy: 2, recall: 0.9027, relative_absolute_error: 0.1297, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2205, root_relative_squared_error: 0.5093,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8723, f_measure: 0.8629, kappa: 0.7435, kb_relative_information_score: 834553.026, mean_absolute_error: 0.0685, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.864, predictive_accuracy: 0.863, prior_entropy: 2, recall: 0.863, relative_absolute_error: 0.1827, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2617, root_relative_squared_error: 0.6045,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8994, f_measure: 0.8928, kappa: 0.7998, kb_relative_information_score: 871175.8622, mean_absolute_error: 0.0533, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.893, predictive_accuracy: 0.8933, prior_entropy: 2, recall: 0.8933, relative_absolute_error: 0.1422, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.231, root_relative_squared_error: 0.5334,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.9023, kappa: 0.8176, kb_relative_information_score: 882381.6362, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1299, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2207, root_relative_squared_error: 0.5097,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.9023, kappa: 0.8177, kb_relative_information_score: 882403.3715, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1298, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2207, root_relative_squared_error: 0.5096,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.9023, kappa: 0.8176, kb_relative_information_score: 882388.8813, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1299, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2207, root_relative_squared_error: 0.5096,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9062, f_measure: 0.9, kappa: 0.8133, kb_relative_information_score: 879729.925, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9002, predictive_accuracy: 0.9004, prior_entropy: 2, recall: 0.9004, relative_absolute_error: 0.1328, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2232, root_relative_squared_error: 0.5154,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9063, f_measure: 0.9001, kappa: 0.8135, kb_relative_information_score: 879862.7521, mean_absolute_error: 0.0497, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9003, predictive_accuracy: 0.9005, prior_entropy: 2, recall: 0.9005, relative_absolute_error: 0.1327, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.223, root_relative_squared_error: 0.5151,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9063, f_measure: 0.9001, kappa: 0.8135, kb_relative_information_score: 879845.8468, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9003, predictive_accuracy: 0.9005, prior_entropy: 2, recall: 0.9005, relative_absolute_error: 0.1327, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2231, root_relative_squared_error: 0.5151,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9726, f_measure: 0.9084, kappa: 0.8291, kb_relative_information_score: 857564.799, mean_absolute_error: 0.0695, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9086, predictive_accuracy: 0.9088, prior_entropy: 2, recall: 0.9088, relative_absolute_error: 0.1853, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1841, root_relative_squared_error: 0.4252,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8875, f_measure: 0.8803, kappa: 0.7765, kb_relative_information_score: 856528.6598, mean_absolute_error: 0.0594, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8804, predictive_accuracy: 0.8812, prior_entropy: 2, recall: 0.8812, relative_absolute_error: 0.1584, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2437, root_relative_squared_error: 0.5629,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9086, f_measure: 0.9024, kappa: 0.8178, kb_relative_information_score: 882504.8031, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9027, predictive_accuracy: 0.9027, prior_entropy: 2, recall: 0.9027, relative_absolute_error: 0.1297, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2206, root_relative_squared_error: 0.5094,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9726, f_measure: 0.9083, kappa: 0.8288, kb_relative_information_score: 857729.048, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9084, predictive_accuracy: 0.9086, prior_entropy: 2, recall: 0.9086, relative_absolute_error: 0.185, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.4255,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.9023, kappa: 0.8176, kb_relative_information_score: 882367.146, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1299, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2207, root_relative_squared_error: 0.5097,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9717, f_measure: 0.9082, kappa: 0.8286, kb_relative_information_score: 857600.1779, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9083, predictive_accuracy: 0.9086, prior_entropy: 2, recall: 0.9086, relative_absolute_error: 0.185, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1849, root_relative_squared_error: 0.4269,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9055, f_measure: 0.8995, kappa: 0.8123, kb_relative_information_score: 879139.4483, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8996, predictive_accuracy: 0.8999, prior_entropy: 2, recall: 0.8999, relative_absolute_error: 0.1335, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2237, root_relative_squared_error: 0.5166,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9763, f_measure: 0.9156, kappa: 0.8425, kb_relative_information_score: 863513.067, mean_absolute_error: 0.0674, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9158, predictive_accuracy: 0.9162, prior_entropy: 2, recall: 0.9162, relative_absolute_error: 0.1799, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1771, root_relative_squared_error: 0.4089,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9063, f_measure: 0.9001, kappa: 0.8135, kb_relative_information_score: 879862.7521, mean_absolute_error: 0.0497, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9003, predictive_accuracy: 0.9005, prior_entropy: 2, recall: 0.9005, relative_absolute_error: 0.1327, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.223, root_relative_squared_error: 0.5151,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.976, f_measure: 0.9153, kappa: 0.8419, kb_relative_information_score: 862947.8954, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9154, predictive_accuracy: 0.9159, prior_entropy: 2, recall: 0.9159, relative_absolute_error: 0.1806, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1775, root_relative_squared_error: 0.4098,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.9023, kappa: 0.8176, kb_relative_information_score: 882381.6362, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1299, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2207, root_relative_squared_error: 0.5097,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.964, f_measure: 0.9032, kappa: 0.8193, kb_relative_information_score: 857326.5318, mean_absolute_error: 0.0681, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9035, predictive_accuracy: 0.9036, prior_entropy: 2, recall: 0.9036, relative_absolute_error: 0.1815, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.193, root_relative_squared_error: 0.4458,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9698, f_measure: 0.8996, kappa: 0.8125, kb_relative_information_score: 780437.1231, mean_absolute_error: 0.1143, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9024, predictive_accuracy: 0.9009, prior_entropy: 2, recall: 0.9009, relative_absolute_error: 0.3047, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.21, root_relative_squared_error: 0.485,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9075, kappa: 0.8274, kb_relative_information_score: 856855.4142, mean_absolute_error: 0.0697, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9079, prior_entropy: 2, recall: 0.9079, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4279,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9075, kappa: 0.8274, kb_relative_information_score: 856855.4142, mean_absolute_error: 0.0697, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9079, prior_entropy: 2, recall: 0.9079, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4279,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9698, f_measure: 0.8996, kappa: 0.8124, kb_relative_information_score: 780450.4546, mean_absolute_error: 0.1143, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9024, predictive_accuracy: 0.9009, prior_entropy: 2, recall: 0.9009, relative_absolute_error: 0.3047, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.21, root_relative_squared_error: 0.4851,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9075, kappa: 0.8274, kb_relative_information_score: 856855.4142, mean_absolute_error: 0.0697, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9079, prior_entropy: 2, recall: 0.9079, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4279,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9695, f_measure: 0.8993, kappa: 0.8119, kb_relative_information_score: 780490.8996, mean_absolute_error: 0.1142, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9021, predictive_accuracy: 0.9007, prior_entropy: 2, recall: 0.9007, relative_absolute_error: 0.3044, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2102, root_relative_squared_error: 0.4855,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9632, f_measure: 0.9023, kappa: 0.8176, kb_relative_information_score: 856383.2753, mean_absolute_error: 0.0684, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9026, predictive_accuracy: 0.9026, prior_entropy: 2, recall: 0.9026, relative_absolute_error: 0.1825, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1939, root_relative_squared_error: 0.4478,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9075, kappa: 0.8274, kb_relative_information_score: 856855.4142, mean_absolute_error: 0.0697, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9079, prior_entropy: 2, recall: 0.9079, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4279,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9726, f_measure: 0.9083, kappa: 0.8288, kb_relative_information_score: 857729.048, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9084, predictive_accuracy: 0.9086, prior_entropy: 2, recall: 0.9086, relative_absolute_error: 0.185, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.4255,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9715, f_measure: 0.9075, kappa: 0.8274, kb_relative_information_score: 856855.4142, mean_absolute_error: 0.0697, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9079, prior_entropy: 2, recall: 0.9079, relative_absolute_error: 0.1858, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1853, root_relative_squared_error: 0.4279,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9698, f_measure: 0.8996, kappa: 0.8124, kb_relative_information_score: 780450.4546, mean_absolute_error: 0.1143, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9024, predictive_accuracy: 0.9009, prior_entropy: 2, recall: 0.9009, relative_absolute_error: 0.3047, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.21, root_relative_squared_error: 0.4851,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9717, f_measure: 0.9082, kappa: 0.8286, kb_relative_information_score: 857600.1706, mean_absolute_error: 0.0694, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9083, predictive_accuracy: 0.9086, prior_entropy: 2, recall: 0.9086, relative_absolute_error: 0.185, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1849, root_relative_squared_error: 0.4269,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9709, f_measure: 0.907, kappa: 0.8265, kb_relative_information_score: 856338.6932, mean_absolute_error: 0.0699, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9071, predictive_accuracy: 0.9074, prior_entropy: 2, recall: 0.9074, relative_absolute_error: 0.1864, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1859, root_relative_squared_error: 0.4294,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9537, f_measure: 0.8617, kappa: 0.7496, kb_relative_information_score: 787488.0553, mean_absolute_error: 0.1054, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8732, predictive_accuracy: 0.8703, prior_entropy: 2, recall: 0.8703, relative_absolute_error: 0.2812, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2204, root_relative_squared_error: 0.5089,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.8638, kappa: 0.7446, kb_relative_information_score: 813062.5532, mean_absolute_error: 0.0857, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8699, predictive_accuracy: 0.8612, prior_entropy: 2, recall: 0.8612, relative_absolute_error: 0.2285, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.23, root_relative_squared_error: 0.5311,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9201, f_measure: 0.8428, kappa: 0.7081, kb_relative_information_score: 809970.7643, mean_absolute_error: 0.0826, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8437, predictive_accuracy: 0.8453, prior_entropy: 2, recall: 0.8453, relative_absolute_error: 0.2201, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.5836,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8722, f_measure: 0.749, kappa: 0.539, kb_relative_information_score: 603289.5013, mean_absolute_error: 0.1925, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7717, predictive_accuracy: 0.756, prior_entropy: 2, recall: 0.756, relative_absolute_error: 0.5134, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2913, root_relative_squared_error: 0.6728,
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(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9282, f_measure: 0.8693, kappa: 0.7631, kb_relative_information_score: 457618.0044, mean_absolute_error: 0.2625, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8696, predictive_accuracy: 0.8765, prior_entropy: 2, recall: 0.8765, relative_absolute_error: 0.7, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3283, root_relative_squared_error: 0.7582,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.486, f_measure: 0.3834, kappa: 0.0011, kb_relative_information_score: 444376.1781, mean_absolute_error: 0.2315, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.31, predictive_accuracy: 0.5438, prior_entropy: 2, recall: 0.5438, relative_absolute_error: 0.6174, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.473, root_relative_squared_error: 1.0923,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9667, f_measure: 0.8969, kappa: 0.8074, kb_relative_information_score: 843222.1959, mean_absolute_error: 0.076, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8968, predictive_accuracy: 0.8974, prior_entropy: 2, recall: 0.8974, relative_absolute_error: 0.2026, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1952, root_relative_squared_error: 0.4507,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_LMT(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9701, f_measure: 0.9028, kappa: 0.8188, kb_relative_information_score: 847249.2254, mean_absolute_error: 0.075, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9031, predictive_accuracy: 0.9038, prior_entropy: 2, recall: 0.9038, relative_absolute_error: 0.2, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1897, root_relative_squared_error: 0.4381,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.965, f_measure: 0.9028, kappa: 0.8184, kb_relative_information_score: 833633.2488, mean_absolute_error: 0.0836, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.903, predictive_accuracy: 0.9038, prior_entropy: 2, recall: 0.9038, relative_absolute_error: 0.223, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.192, root_relative_squared_error: 0.4435,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9423, f_measure: 0.8638, kappa: 0.7445, kb_relative_information_score: 813022.2847, mean_absolute_error: 0.0857, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8699, predictive_accuracy: 0.8612, prior_entropy: 2, recall: 0.8612, relative_absolute_error: 0.2285, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2301, root_relative_squared_error: 0.5313,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448764.0682, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.3064, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9633, f_measure: 0.8928, kappa: 0.8047, kb_relative_information_score: 828333.0022, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8936, predictive_accuracy: 0.8968, prior_entropy: 2, recall: 0.8968, relative_absolute_error: 0.225, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1984, root_relative_squared_error: 0.4581,
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(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9451, f_measure: 0.8915, kappa: 0.7973, kb_relative_information_score: 462483.7587, mean_absolute_error: 0.2611, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8916, predictive_accuracy: 0.8924, prior_entropy: 2, recall: 0.8924, relative_absolute_error: 0.6962, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3243, root_relative_squared_error: 0.749,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7539, f_measure: 0.7112, kappa: 0.4779, kb_relative_information_score: 568385.1296, mean_absolute_error: 0.2011, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.706, predictive_accuracy: 0.7258, prior_entropy: 2, recall: 0.7258, relative_absolute_error: 0.5364, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3201, root_relative_squared_error: 0.7391,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7527, f_measure: 0.707, kappa: 0.4683, kb_relative_information_score: 667135.211, mean_absolute_error: 0.139, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7021, predictive_accuracy: 0.7216, prior_entropy: 2, recall: 0.7216, relative_absolute_error: 0.3707, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3657, root_relative_squared_error: 0.8445,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9522, f_measure: 0.8663, kappa: 0.7524, kb_relative_information_score: 778081.8636, mean_absolute_error: 0.1096, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.868, predictive_accuracy: 0.8696, prior_entropy: 2, recall: 0.8696, relative_absolute_error: 0.2922, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2202, root_relative_squared_error: 0.5086,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8992, f_measure: 0.8373, kappa: 0.6973, kb_relative_information_score: 806844.3912, mean_absolute_error: 0.0821, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8372, predictive_accuracy: 0.8394, prior_entropy: 2, recall: 0.8394, relative_absolute_error: 0.219, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2713, root_relative_squared_error: 0.6266,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8844, f_measure: 0.8603, kappa: 0.7395, kb_relative_information_score: 781747.4186, mean_absolute_error: 0.1036, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8605, predictive_accuracy: 0.8624, prior_entropy: 2, recall: 0.8624, relative_absolute_error: 0.2763, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.243, root_relative_squared_error: 0.5613,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9395, f_measure: 0.8579, kappa: 0.7312, kb_relative_information_score: 808442.4744, mean_absolute_error: 0.0878, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8629, predictive_accuracy: 0.8556, prior_entropy: 2, recall: 0.8556, relative_absolute_error: 0.2341, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.5388,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7882, f_measure: 0.7113, kappa: 0.4784, kb_relative_information_score: 584876.3047, mean_absolute_error: 0.1955, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7055, predictive_accuracy: 0.7263, prior_entropy: 2, recall: 0.7263, relative_absolute_error: 0.5214, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3126, root_relative_squared_error: 0.722,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9634, f_measure: 0.9027, kappa: 0.8183, kb_relative_information_score: 855877.8846, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9029, predictive_accuracy: 0.9029, prior_entropy: 2, recall: 0.9029, relative_absolute_error: 0.1834, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.194, root_relative_squared_error: 0.4481,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_ORTO(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8842, f_measure: 0.8489, kappa: 0.7207, kb_relative_information_score: 790510.1105, mean_absolute_error: 0.096, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8475, predictive_accuracy: 0.8507, prior_entropy: 2, recall: 0.8507, relative_absolute_error: 0.2561, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2505, root_relative_squared_error: 0.5785,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.973, f_measure: 0.91, kappa: 0.8321, kb_relative_information_score: 742187.8137, mean_absolute_error: 0.1399, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.91, predictive_accuracy: 0.9104, prior_entropy: 2, ram_hours: 0.0002, recall: 0.9104, relative_absolute_error: 0.373, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2178, root_relative_squared_error: 0.503, run_cpu_time: 80.6651,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.4637, kappa: -0.0012, kb_relative_information_score: 352460.8254, mean_absolute_error: 0.2681, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.4637, predictive_accuracy: 0.4637, prior_entropy: 2, ram_hours: 0, recall: 0.4637, relative_absolute_error: 0.715, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.5178, root_relative_squared_error: 1.1958, run_cpu_time: 7.04,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9458, f_measure: 0.8687, kappa: 0.7555, kb_relative_information_score: 818208.6317, mean_absolute_error: 0.0843, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.871, predictive_accuracy: 0.8679, prior_entropy: 2, ram_hours: 0, recall: 0.8679, relative_absolute_error: 0.2247, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2234, root_relative_squared_error: 0.5159, run_cpu_time: 21.54,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9454, f_measure: 0.853, kappa: 0.7322, kb_relative_information_score: 785057.6434, mean_absolute_error: 0.1054, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8646, predictive_accuracy: 0.8617, prior_entropy: 2, ram_hours: 0.0014, recall: 0.8617, relative_absolute_error: 0.2811, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2257, root_relative_squared_error: 0.5212, run_cpu_time: 9382.41,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9422, f_measure: 0.8638, kappa: 0.7445, kb_relative_information_score: 813008.8475, mean_absolute_error: 0.0857, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8699, predictive_accuracy: 0.8611, prior_entropy: 2, ram_hours: 0, recall: 0.8611, relative_absolute_error: 0.2285, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2301, root_relative_squared_error: 0.5313, run_cpu_time: 10.155,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9708, f_measure: 0.9074, kappa: 0.8272, kb_relative_information_score: 857990.0241, mean_absolute_error: 0.069, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9076, predictive_accuracy: 0.9078, prior_entropy: 2, ram_hours: 0.0001, recall: 0.9078, relative_absolute_error: 0.1839, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1857, root_relative_squared_error: 0.4288, run_cpu_time: 60.5093,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9029, f_measure: 0.886, kappa: 0.7867, kb_relative_information_score: 463083.6134, mean_absolute_error: 0.2606, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8861, predictive_accuracy: 0.8861, prior_entropy: 2, ram_hours: 0, recall: 0.8861, relative_absolute_error: 0.6949, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3279, root_relative_squared_error: 0.7573, run_cpu_time: 12.52,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, ram_hours: 0, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195, run_cpu_time: 4.3221,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9639, f_measure: 0.9031, kappa: 0.819, kb_relative_information_score: 857427.7615, mean_absolute_error: 0.0679, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9033, predictive_accuracy: 0.9034, prior_entropy: 2, ram_hours: 0, recall: 0.9034, relative_absolute_error: 0.1811, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1932, root_relative_squared_error: 0.4463, run_cpu_time: 38.46,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187585.0301, mean_absolute_error: 0.4917, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, ram_hours: 0, recall: 0.0165, relative_absolute_error: 1.3113, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.7012, root_relative_squared_error: 1.6195, run_cpu_time: 11.84,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8764, f_measure: 0.8165, kappa: 0.6623, kb_relative_information_score: 729395.1602, mean_absolute_error: 0.1248, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8161, predictive_accuracy: 0.8221, prior_entropy: 2, ram_hours: 0, recall: 0.8221, relative_absolute_error: 0.3327, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2687, root_relative_squared_error: 0.6206, run_cpu_time: 7.7464,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9626, f_measure: 0.8848, kappa: 0.7846, kb_relative_information_score: 731387.2884, mean_absolute_error: 0.1424, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8847, predictive_accuracy: 0.8853, prior_entropy: 2, ram_hours: 0.0097, recall: 0.8853, relative_absolute_error: 0.3797, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2267, root_relative_squared_error: 0.5236, run_cpu_time: 717.87,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3829, kappa: 0, kb_relative_information_score: 441638.7296, mean_absolute_error: 0.2678, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.4833, predictive_accuracy: 0.5435, prior_entropy: 2, ram_hours: 0, recall: 0.5435, relative_absolute_error: 0.7141, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3659, root_relative_squared_error: 0.8451, run_cpu_time: 11.46,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0005, kb_relative_information_score: -187393.2091, mean_absolute_error: 0.4916, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.0003, predictive_accuracy: 0.0165, prior_entropy: 2, ram_hours: 0.0021, recall: 0.0165, relative_absolute_error: 1.311, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.701, root_relative_squared_error: 1.619, run_cpu_time: 65.94,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9247, f_measure: 0.837, kappa: 0.6964, kb_relative_information_score: 754081.2345, mean_absolute_error: 0.1176, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8371, predictive_accuracy: 0.8393, prior_entropy: 2, ram_hours: 0, recall: 0.8393, relative_absolute_error: 0.3135, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2447, root_relative_squared_error: 0.5652, run_cpu_time: 7.6914,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9753, f_measure: 0.9146, kappa: 0.8406, kb_relative_information_score: 862814.7093, mean_absolute_error: 0.0676, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9147, predictive_accuracy: 0.9152, prior_entropy: 2, ram_hours: 0.0036, recall: 0.9152, relative_absolute_error: 0.1802, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.4121, run_cpu_time: 244.35,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448761.6532, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.2954, predictive_accuracy: 0.5435, prior_entropy: 2, ram_hours: 0, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033, run_cpu_time: 3.9034,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9708, f_measure: 0.9074, kappa: 0.8271, kb_relative_information_score: 857948.2365, mean_absolute_error: 0.0689, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9075, predictive_accuracy: 0.9078, prior_entropy: 2, ram_hours: 0.0001, recall: 0.9078, relative_absolute_error: 0.1838, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1858, root_relative_squared_error: 0.4291, run_cpu_time: 46.9112,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7458, f_measure: 0.7112, kappa: 0.4779, kb_relative_information_score: 669103.4626, mean_absolute_error: 0.137, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.706, predictive_accuracy: 0.7258, prior_entropy: 2, ram_hours: 0, recall: 0.7258, relative_absolute_error: 0.3653, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3698, root_relative_squared_error: 0.8541, run_cpu_time: 3.9613,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9633, f_measure: 0.9025, kappa: 0.8179, kb_relative_information_score: 856925.5837, mean_absolute_error: 0.0681, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9028, predictive_accuracy: 0.9027, prior_entropy: 2, ram_hours: 0, recall: 0.9027, relative_absolute_error: 0.1816, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1939, root_relative_squared_error: 0.4478, run_cpu_time: 10.651,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3828, kappa: 0, kb_relative_information_score: 448764.0682, mean_absolute_error: 0.2283, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.3064, predictive_accuracy: 0.5435, prior_entropy: 2, ram_hours: 0, recall: 0.5435, relative_absolute_error: 0.6087, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.4778, root_relative_squared_error: 1.1033, run_cpu_time: 3.7642,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9633, f_measure: 0.9025, kappa: 0.8179, kb_relative_information_score: 856925.5837, mean_absolute_error: 0.0681, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.9028, predictive_accuracy: 0.9027, prior_entropy: 2, ram_hours: 0, recall: 0.9027, relative_absolute_error: 0.1816, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.1939, root_relative_squared_error: 0.4478, run_cpu_time: 10.6225,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8161, f_measure: 0.6913, kappa: 0.4346, kb_relative_information_score: 591389.9565, mean_absolute_error: 0.1911, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.7105, predictive_accuracy: 0.7014, prior_entropy: 2, ram_hours: 0.0009, recall: 0.7014, relative_absolute_error: 0.5096, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.3079, root_relative_squared_error: 0.7111, run_cpu_time: 93.3075,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8842, f_measure: 0.8489, kappa: 0.7207, kb_relative_information_score: 790510.1105, mean_absolute_error: 0.096, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8475, predictive_accuracy: 0.8507, prior_entropy: 2, ram_hours: 0, recall: 0.8507, relative_absolute_error: 0.2561, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2505, root_relative_squared_error: 0.5785, run_cpu_time: 4.8177,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(lymph)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9451, f_measure: 0.8522, kappa: 0.7307, kb_relative_information_score: 785009.0994, mean_absolute_error: 0.1054, mean_prior_absolute_error: 0.375, number_of_instances: 1000000, precision: 0.8642, predictive_accuracy: 0.8611, prior_entropy: 2, ram_hours: 0, recall: 0.8611, relative_absolute_error: 0.2811, root_mean_prior_squared_error: 0.433, root_mean_squared_error: 0.2258, root_relative_squared_error: 0.5214, run_cpu_time: 230.7061,

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(lymph) (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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