Task
Supervised Data Stream Classification on RandomRBF_50_1E-3

Supervised Data Stream Classification on RandomRBF_50_1E-3

Task 197 Supervised Data Stream Classification RandomRBF_50_1E-3 291 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 RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Joaquin Vanschoren 9 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.612, f_measure: 0.3091, kappa: 0.11, kb_relative_information_score: 119065.6695, mean_absolute_error: 0.3024, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3353, predictive_accuracy: 0.3311, prior_entropy: 2.3219, recall: 0.3311, relative_absolute_error: 0.945, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3886, root_relative_squared_error: 0.9716,
Joaquin Vanschoren 9 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6189, f_measure: 0.3178, kappa: 0.1263, kb_relative_information_score: 168799.0128, mean_absolute_error: 0.2941, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3612, predictive_accuracy: 0.3602, prior_entropy: 2.3219, recall: 0.3602, relative_absolute_error: 0.9189, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3869, root_relative_squared_error: 0.9673,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8533, f_measure: 0.6066, kappa: 0.4885, kb_relative_information_score: 386730.5125, mean_absolute_error: 0.2396, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.6169, predictive_accuracy: 0.6117, prior_entropy: 2.3219, recall: 0.6117, relative_absolute_error: 0.7489, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3323, root_relative_squared_error: 0.8307,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8314, f_measure: 0.573, kappa: 0.4447, kb_relative_information_score: 381247.1492, mean_absolute_error: 0.2398, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5802, predictive_accuracy: 0.5777, prior_entropy: 2.3219, recall: 0.5777, relative_absolute_error: 0.7493, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3379, root_relative_squared_error: 0.8447,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818166.0632, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818166.0632, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8871, f_measure: 0.8256, kappa: 0.7748, kb_relative_information_score: 802132.7764, mean_absolute_error: 0.0695, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8271, predictive_accuracy: 0.8262, prior_entropy: 2.3219, recall: 0.8262, relative_absolute_error: 0.2172, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2636, root_relative_squared_error: 0.6591,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818169.4791, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818167.2018, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7932, kb_relative_information_score: 818160.3699, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6319,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818166.0632, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818171.7564, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818168.3405, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6944, f_measure: 0.3226, kappa: 0.1579, kb_relative_information_score: 158831.2863, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4214, predictive_accuracy: 0.3879, prior_entropy: 2.3219, recall: 0.3879, relative_absolute_error: 0.9309, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3831, root_relative_squared_error: 0.9577,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818168.3405, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8961, f_measure: 0.839, kappa: 0.7922, kb_relative_information_score: 817251.7297, mean_absolute_error: 0.0642, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8406, predictive_accuracy: 0.8395, prior_entropy: 2.3219, recall: 0.8395, relative_absolute_error: 0.2006, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2534, root_relative_squared_error: 0.6334,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818166.0632, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6907, f_measure: 0.3227, kappa: 0.1567, kb_relative_information_score: 158581.4745, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4204, predictive_accuracy: 0.3869, prior_entropy: 2.3219, recall: 0.3869, relative_absolute_error: 0.9311, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3831, root_relative_squared_error: 0.9578,
Joaquin Vanschoren 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8965, f_measure: 0.8395, kappa: 0.7929, kb_relative_information_score: 817874.5696, mean_absolute_error: 0.064, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8412, predictive_accuracy: 0.8401, prior_entropy: 2.3219, recall: 0.8401, relative_absolute_error: 0.1999, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2529, root_relative_squared_error: 0.6324,
Joaquin Vanschoren 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8181, f_measure: 0.5573, kappa: 0.4241, kb_relative_information_score: 381935.6468, mean_absolute_error: 0.2386, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5625, predictive_accuracy: 0.5614, prior_entropy: 2.3219, recall: 0.5614, relative_absolute_error: 0.7456, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3413, root_relative_squared_error: 0.8532,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6829, f_measure: 0.3232, kappa: 0.1538, kb_relative_information_score: 158949.5578, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4283, predictive_accuracy: 0.3841, prior_entropy: 2.3219, recall: 0.3841, relative_absolute_error: 0.9309, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3833, root_relative_squared_error: 0.9583,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818168.3405, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8965, f_measure: 0.8395, kappa: 0.7929, kb_relative_information_score: 817874.5696, mean_absolute_error: 0.064, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8412, predictive_accuracy: 0.8401, prior_entropy: 2.3219, recall: 0.8401, relative_absolute_error: 0.1999, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2529, root_relative_squared_error: 0.6324,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8122, f_measure: 0.5518, kappa: 0.4171, kb_relative_information_score: 383946.3391, mean_absolute_error: 0.2375, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5561, predictive_accuracy: 0.5557, prior_entropy: 2.3219, recall: 0.5557, relative_absolute_error: 0.7421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3429, root_relative_squared_error: 0.8572,
Jan van Rijn 9 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8967, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 818167.2018, mean_absolute_error: 0.0639, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.1996, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2527, root_relative_squared_error: 0.6318,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9434, f_measure: 0.7959, kappa: 0.736, kb_relative_information_score: 389345.337, mean_absolute_error: 0.2447, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.807, predictive_accuracy: 0.7977, prior_entropy: 2.3219, recall: 0.7977, relative_absolute_error: 0.7648, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3193, root_relative_squared_error: 0.7983,
Joaquin Vanschoren 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9439, f_measure: 0.7972, kappa: 0.7377, kb_relative_information_score: 387514.7003, mean_absolute_error: 0.2453, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8081, predictive_accuracy: 0.799, prior_entropy: 2.3219, recall: 0.799, relative_absolute_error: 0.7666, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3198, root_relative_squared_error: 0.7995,
Joaquin Vanschoren 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.961, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 786598.7936, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.2716, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2156, root_relative_squared_error: 0.5389,
Joaquin Vanschoren 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6676, f_measure: 0.3228, kappa: 0.1465, kb_relative_information_score: 158582.709, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4196, predictive_accuracy: 0.3778, prior_entropy: 2.3219, recall: 0.3778, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3839, root_relative_squared_error: 0.9596,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6676, f_measure: 0.3228, kappa: 0.1465, kb_relative_information_score: 158582.709, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4196, predictive_accuracy: 0.3778, prior_entropy: 2.3219, recall: 0.3778, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3839, root_relative_squared_error: 0.9596,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6676, f_measure: 0.3228, kappa: 0.1465, kb_relative_information_score: 158582.709, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4196, predictive_accuracy: 0.3778, prior_entropy: 2.3219, recall: 0.3778, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3839, root_relative_squared_error: 0.9596,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9385, f_measure: 0.7824, kappa: 0.7183, kb_relative_information_score: 390485.8839, mean_absolute_error: 0.2441, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.7966, predictive_accuracy: 0.7841, prior_entropy: 2.3219, recall: 0.7841, relative_absolute_error: 0.7627, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3196, root_relative_squared_error: 0.7991,
Jan van Rijn 9 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.961, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 786602.1194, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, recall: 0.8403, relative_absolute_error: 0.2716, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2155, root_relative_squared_error: 0.5389,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6676, f_measure: 0.3228, kappa: 0.1465, kb_relative_information_score: 158582.709, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4196, predictive_accuracy: 0.3778, prior_entropy: 2.3219, recall: 0.3778, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3839, root_relative_squared_error: 0.9596,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6676, f_measure: 0.3228, kappa: 0.1465, kb_relative_information_score: 158582.709, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4196, predictive_accuracy: 0.3778, prior_entropy: 2.3219, recall: 0.3778, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3839, root_relative_squared_error: 0.9596,
Jan van Rijn 9 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9434, f_measure: 0.7959, kappa: 0.736, kb_relative_information_score: 389345.337, mean_absolute_error: 0.2447, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.807, predictive_accuracy: 0.7977, prior_entropy: 2.3219, recall: 0.7977, relative_absolute_error: 0.7648, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3193, root_relative_squared_error: 0.7983,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6907, f_measure: 0.3227, kappa: 0.1567, kb_relative_information_score: 158581.4745, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4204, predictive_accuracy: 0.3869, prior_entropy: 2.3219, recall: 0.3869, relative_absolute_error: 0.9311, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3831, root_relative_squared_error: 0.9578,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6829, f_measure: 0.3231, kappa: 0.1537, kb_relative_information_score: 158906.0882, mean_absolute_error: 0.2979, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4284, predictive_accuracy: 0.3841, prior_entropy: 2.3219, recall: 0.3841, relative_absolute_error: 0.9309, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3833, root_relative_squared_error: 0.9583,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6527, f_measure: 0.3233, kappa: 0.1399, kb_relative_information_score: 158175.49, mean_absolute_error: 0.2982, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4128, predictive_accuracy: 0.3725, prior_entropy: 2.3219, recall: 0.3725, relative_absolute_error: 0.9317, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3844, root_relative_squared_error: 0.9609,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9495, f_measure: 0.7924, kappa: 0.7319, kb_relative_information_score: 703384.4124, mean_absolute_error: 0.1235, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.794, predictive_accuracy: 0.7934, prior_entropy: 2.3219, recall: 0.7934, relative_absolute_error: 0.3858, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2451, root_relative_squared_error: 0.6127,
Jan van Rijn 10 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5339, f_measure: 0.2329, kappa: 0.0227, kb_relative_information_score: 122497.9441, mean_absolute_error: 0.3061, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2914, predictive_accuracy: 0.2912, prior_entropy: 2.3219, recall: 0.2912, relative_absolute_error: 0.9566, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3939, root_relative_squared_error: 0.9847,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_IBk(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7812, f_measure: 0.5692, kappa: 0.4431, kb_relative_information_score: 440863.4766, mean_absolute_error: 0.2167, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.57, predictive_accuracy: 0.5705, prior_entropy: 2.3219, recall: 0.5705, relative_absolute_error: 0.6771, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3539, root_relative_squared_error: 0.8849,
Jan van Rijn 10 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.0474, kappa: -0, kb_relative_information_score: 101014.695, mean_absolute_error: 0.3233, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, recall: 0.1663, relative_absolute_error: 1.0105, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4953, root_relative_squared_error: 1.2382,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6047, f_measure: 0.3875, kappa: 0.2053, kb_relative_information_score: 301590.0772, mean_absolute_error: 0.2467, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3863, predictive_accuracy: 0.3905, prior_entropy: 2.3219, recall: 0.3905, relative_absolute_error: 0.7711, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4808, root_relative_squared_error: 1.202,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7931, f_measure: 0.5274, kappa: 0.3854, kb_relative_information_score: 368851.2569, mean_absolute_error: 0.2415, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5309, predictive_accuracy: 0.5313, prior_entropy: 2.3219, recall: 0.5313, relative_absolute_error: 0.7546, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.35, root_relative_squared_error: 0.8751,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6566, f_measure: 0.3692, kappa: 0.1802, kb_relative_information_score: 229212.4702, mean_absolute_error: 0.2807, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3685, predictive_accuracy: 0.378, prior_entropy: 2.3219, recall: 0.378, relative_absolute_error: 0.8773, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3896, root_relative_squared_error: 0.974,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437,
Jan van Rijn 10 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5465, f_measure: 0.1583, kappa: 0.0641, kb_relative_information_score: 138560.5838, mean_absolute_error: 0.3052, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1466, predictive_accuracy: 0.2402, prior_entropy: 2.3219, recall: 0.2402, relative_absolute_error: 0.9539, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5339, root_relative_squared_error: 1.3348,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6048, f_measure: 0.3864, kappa: 0.2074, kb_relative_information_score: 298637.5982, mean_absolute_error: 0.2468, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3877, predictive_accuracy: 0.3855, prior_entropy: 2.3219, recall: 0.3855, relative_absolute_error: 0.7714, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4919, root_relative_squared_error: 1.2298,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6519, f_measure: 0.3858, kappa: 0.203, kb_relative_information_score: 194911.7143, mean_absolute_error: 0.2925, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3891, predictive_accuracy: 0.3993, prior_entropy: 2.3219, recall: 0.3993, relative_absolute_error: 0.9141, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3841, root_relative_squared_error: 0.9601,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5801, f_measure: 0.2721, kappa: 0.0713, kb_relative_information_score: 139902.7754, mean_absolute_error: 0.3024, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2913, predictive_accuracy: 0.3223, prior_entropy: 2.3219, recall: 0.3223, relative_absolute_error: 0.9451, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3919, root_relative_squared_error: 0.9797,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5222, f_measure: 0.2646, kappa: 0.0442, kb_relative_information_score: 171213.0926, mean_absolute_error: 0.2911, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2603, predictive_accuracy: 0.2721, prior_entropy: 2.3219, recall: 0.2721, relative_absolute_error: 0.9098, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5396, root_relative_squared_error: 1.349,
Jan van Rijn 10 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6278, f_measure: 0.3927, kappa: 0.215, kb_relative_information_score: 295627.7572, mean_absolute_error: 0.2527, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3932, predictive_accuracy: 0.3924, prior_entropy: 2.3219, recall: 0.3924, relative_absolute_error: 0.7897, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4494, root_relative_squared_error: 1.1236,
Jan van Rijn 10 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6813, f_measure: 0.4334, kappa: 0.2663, kb_relative_information_score: 310462.9244, mean_absolute_error: 0.2581, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4369, predictive_accuracy: 0.4457, prior_entropy: 2.3219, recall: 0.4457, relative_absolute_error: 0.8064, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3853, root_relative_squared_error: 0.9632,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5008, f_measure: 0.2276, kappa: 0.002, kb_relative_information_score: 115545.1817, mean_absolute_error: 0.3101, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2286, predictive_accuracy: 0.2275, prior_entropy: 2.3219, recall: 0.2275, relative_absolute_error: 0.969, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.482, root_relative_squared_error: 1.205,
Jan van Rijn 10 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5353, f_measure: 0.2333, kappa: 0.0236, kb_relative_information_score: 122884.8111, mean_absolute_error: 0.306, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2898, predictive_accuracy: 0.2919, prior_entropy: 2.3219, recall: 0.2919, relative_absolute_error: 0.9563, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3941, root_relative_squared_error: 0.9853,
Jan van Rijn 10 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5058, f_measure: 0.1402, kappa: -0, kb_relative_information_score: 105147.2139, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1859, predictive_accuracy: 0.2999, prior_entropy: 2.3219, recall: 0.2999, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.983,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6044, f_measure: 0.2936, kappa: 0.0938, kb_relative_information_score: 159842.1167, mean_absolute_error: 0.2961, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3415, predictive_accuracy: 0.3393, prior_entropy: 2.3219, recall: 0.3393, relative_absolute_error: 0.9252, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3883, root_relative_squared_error: 0.9709,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.2248, kappa: 0.0013, kb_relative_information_score: 120904.5921, mean_absolute_error: 0.3111, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2278, predictive_accuracy: 0.2225, prior_entropy: 2.3219, recall: 0.2225, relative_absolute_error: 0.9721, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5348, root_relative_squared_error: 1.337,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5021, f_measure: 0.2231, kappa: 0.0026, kb_relative_information_score: 140255.4827, mean_absolute_error: 0.3071, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.222, predictive_accuracy: 0.2556, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2556, relative_absolute_error: 0.9598, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4078, root_relative_squared_error: 1.0194, run_cpu_time: 9.69,
Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5394, f_measure: 0.2098, kappa: 0.0209, kb_relative_information_score: 113254.642, mean_absolute_error: 0.3072, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2759, predictive_accuracy: 0.3046, prior_entropy: 2.3219, ram_hours: 0.0923, recall: 0.3046, relative_absolute_error: 0.9601, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3929, root_relative_squared_error: 0.9823, run_cpu_time: 982.77,
Jan van Rijn 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.109, kappa: 0.0004, kb_relative_information_score: 158929.0001, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4303, predictive_accuracy: 0.2614, prior_entropy: 2.3219, ram_hours: 0.0001, recall: 0.2614, relative_absolute_error: 0.9234, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.3586, run_cpu_time: 126.13,
Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5089, f_measure: 0.0854, kappa: 0.0161, kb_relative_information_score: 70232.1938, mean_absolute_error: 0.3266, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.1715, predictive_accuracy: 0.1834, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1834, relative_absolute_error: 1.0207, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5715, root_relative_squared_error: 1.4288, run_cpu_time: 5.62,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, f_measure: 0.2183, kappa: -0.0039, kb_relative_information_score: 120583.7091, mean_absolute_error: 0.3111, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2242, predictive_accuracy: 0.2204, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2204, relative_absolute_error: 0.9721, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4863, root_relative_squared_error: 1.2158, run_cpu_time: 8.87,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, f_measure: 0.2248, kappa: 0.0013, kb_relative_information_score: 120904.5921, mean_absolute_error: 0.3111, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2278, predictive_accuracy: 0.2225, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2225, relative_absolute_error: 0.9721, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5348, root_relative_squared_error: 1.337, run_cpu_time: 8.15,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158592.0626, mean_absolute_error: 0.2956, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0017, recall: 0.2612, relative_absolute_error: 0.9236, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.3587, run_cpu_time: 83.86,
Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5456, f_measure: 0.2283, kappa: 0.0295, kb_relative_information_score: 123053.281, mean_absolute_error: 0.3055, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2951, predictive_accuracy: 0.3055, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3055, relative_absolute_error: 0.9546, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.393, root_relative_squared_error: 0.9824, run_cpu_time: 13.67,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.597, f_measure: 0.3757, kappa: 0.1952, kb_relative_information_score: 254971.0727, mean_absolute_error: 0.272, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4255, predictive_accuracy: 0.3947, prior_entropy: 2.3219, ram_hours: 3.901, recall: 0.3947, relative_absolute_error: 0.8501, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4393, root_relative_squared_error: 1.0982, run_cpu_time: 41544.42,
Jan van Rijn 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.597, f_measure: 0.3757, kappa: 0.1952, kb_relative_information_score: 254971.0727, mean_absolute_error: 0.272, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4255, predictive_accuracy: 0.3947, prior_entropy: 2.3219, ram_hours: 3.898, recall: 0.3947, relative_absolute_error: 0.8501, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4393, root_relative_squared_error: 1.0982, run_cpu_time: 41464.96,
Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 6.7,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5115, f_measure: 0.235, kappa: 0.0134, kb_relative_information_score: 125883.7043, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2349, predictive_accuracy: 0.2435, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2435, relative_absolute_error: 0.9667, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.4298, root_relative_squared_error: 1.0744, run_cpu_time: 21.67,
Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.786, f_measure: 0.5148, kappa: 0.3688, kb_relative_information_score: 352094.3806, mean_absolute_error: 0.2468, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5198, predictive_accuracy: 0.5199, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5199, relative_absolute_error: 0.7713, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3527, root_relative_squared_error: 0.8818, run_cpu_time: 195.74,
Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.2271, kappa: 0.0004, kb_relative_information_score: 119943.2394, mean_absolute_error: 0.3092, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2271, predictive_accuracy: 0.2271, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2271, relative_absolute_error: 0.9661, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.556, root_relative_squared_error: 1.3901, run_cpu_time: 6.36,
Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.1385, kappa: -0, kb_relative_information_score: 104455.7694, mean_absolute_error: 0.3093, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0901, predictive_accuracy: 0.3001, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3001, relative_absolute_error: 0.9665, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3932, root_relative_squared_error: 0.9831, run_cpu_time: 9.65,
Jan van Rijn 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6573, f_measure: 0.3238, kappa: 0.1427, kb_relative_information_score: 159473.2823, mean_absolute_error: 0.2978, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.4146, predictive_accuracy: 0.3736, prior_entropy: 2.3219, ram_hours: 0.0001, recall: 0.3736, relative_absolute_error: 0.9308, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3842, root_relative_squared_error: 0.9606, run_cpu_time: 147.41,
Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0052, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 139.2,
Jan van Rijn 11 years ago
ran flow moa.AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.0031, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 145.93,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6727, f_measure: 0.379, kappa: 0.1913, kb_relative_information_score: 240720.0387, mean_absolute_error: 0.2745, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3883, predictive_accuracy: 0.3916, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3916, relative_absolute_error: 0.8579, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3823, root_relative_squared_error: 0.9559, run_cpu_time: 31.25,
Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5828, f_measure: 0.2815, kappa: 0.0743, kb_relative_information_score: 153379.4542, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3123, predictive_accuracy: 0.3226, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3226, relative_absolute_error: 0.9313, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.393, root_relative_squared_error: 0.9825, run_cpu_time: 23.78,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.1872, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 1562.52,
Jan van Rijn 11 years ago
ran flow moa.RandomRules_AMRules(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.1082, kb_relative_information_score: 158738.0774, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0682, predictive_accuracy: 0.2612, prior_entropy: 2.3219, ram_hours: 0.2207, recall: 0.2612, relative_absolute_error: 0.9235, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5436, root_relative_squared_error: 1.3591, run_cpu_time: 1828.97,
Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5015, f_measure: 0.2285, kappa: 0.0032, kb_relative_information_score: 141341.5623, mean_absolute_error: 0.3016, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2318, predictive_accuracy: 0.246, prior_entropy: 2.3219, ram_hours: 0, recall: 0.246, relative_absolute_error: 0.9425, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.549, root_relative_squared_error: 1.3726, run_cpu_time: 6.68,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9613, f_measure: 0.8397, kappa: 0.7932, kb_relative_information_score: 786242.1676, mean_absolute_error: 0.0871, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8412, predictive_accuracy: 0.8402, prior_entropy: 2.3219, ram_hours: 0.0006, recall: 0.8402, relative_absolute_error: 0.2722, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2156, root_relative_squared_error: 0.5389, run_cpu_time: 4831.75,
Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0474, kb_relative_information_score: 50727.1726, mean_absolute_error: 0.3335, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.0277, predictive_accuracy: 0.1663, prior_entropy: 2.3219, ram_hours: 0, recall: 0.1663, relative_absolute_error: 1.0421, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.4437, run_cpu_time: 6.04,
Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.961, f_measure: 0.8398, kappa: 0.7933, kb_relative_information_score: 786598.2707, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.8415, predictive_accuracy: 0.8403, prior_entropy: 2.3219, ram_hours: 0, recall: 0.8403, relative_absolute_error: 0.2716, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.2155, root_relative_squared_error: 0.5388, run_cpu_time: 270.29,
Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.534, f_measure: 0.2329, kappa: 0.0229, kb_relative_information_score: 122555.4171, mean_absolute_error: 0.3061, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.2894, predictive_accuracy: 0.2914, prior_entropy: 2.3219, ram_hours: 0, recall: 0.2914, relative_absolute_error: 0.9566, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3939, root_relative_squared_error: 0.9847, run_cpu_time: 14.82,
Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8098, f_measure: 0.5496, kappa: 0.4143, kb_relative_information_score: 386089.3224, mean_absolute_error: 0.2365, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.5535, predictive_accuracy: 0.5533, prior_entropy: 2.3219, ram_hours: 0, recall: 0.5533, relative_absolute_error: 0.7391, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.3435, root_relative_squared_error: 0.8587, run_cpu_time: 226.53,
Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set RandomRBF_50_1E-3
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5828, f_measure: 0.2815, kappa: 0.0743, kb_relative_information_score: 153379.4542, mean_absolute_error: 0.298, mean_prior_absolute_error: 0.32, number_of_instances: 1000000, precision: 0.3123, predictive_accuracy: 0.3226, prior_entropy: 2.3219, ram_hours: 0, recall: 0.3226, relative_absolute_error: 0.9313, root_mean_prior_squared_error: 0.4, root_mean_squared_error: 0.393, root_relative_squared_error: 0.9825, run_cpu_time: 22.25,

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 RandomRBF_50_1E-3 (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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