Task
Supervised Data Stream Classification on BNG(anneal,nominal,1000000)

Supervised Data Stream Classification on BNG(anneal,nominal,1000000)

Task 120 Supervised Data Stream Classification BNG(anneal,nominal,1000000) 122 runs submitted
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Joaquin Vanschoren 8 years ago
ran flow moa.HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929062.1959, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Joaquin Vanschoren 8 years ago
ran flow moa.RandomHoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9353, f_measure: 0.8588, kappa: 0.6486, kb_relative_information_score: 841427.7342, mean_absolute_error: 0.0613, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8554, predictive_accuracy: 0.8687, prior_entropy: 2.585, recall: 0.8687, relative_absolute_error: 0.2208, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1758, root_relative_squared_error: 0.4718,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9279, f_measure: 0.9418, kappa: 0.8578, kb_relative_information_score: 937701.2297, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.941, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.927, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 937432.4013, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0681, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3692,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9297, f_measure: 0.9433, kappa: 0.8614, kb_relative_information_score: 939309.7929, mean_absolute_error: 0.0184, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9426, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.0661, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1355, root_relative_squared_error: 0.3636,
Joaquin Vanschoren 8 years ago
ran flow moa.ASHoeffdingTree(3) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929062.1959, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Joaquin Vanschoren 8 years ago
ran flow moa.NoChange(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.5965, kappa: -0.0008, kb_relative_information_score: 555430.5985, mean_absolute_error: 0.1345, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5965, predictive_accuracy: 0.5965, prior_entropy: 2.585, recall: 0.5965, relative_absolute_error: 0.4842, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3667, root_relative_squared_error: 0.9841,
Joaquin Vanschoren 8 years ago
ran flow moa.MajorityClass(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, f_measure: 0.6557, kappa: -0, kb_relative_information_score: 630153.1546, mean_absolute_error: 0.1344, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.5769, predictive_accuracy: 0.7595, prior_entropy: 2.585, recall: 0.7595, relative_absolute_error: 0.4838, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2592, root_relative_squared_error: 0.6956,
Joaquin Vanschoren 8 years ago
ran flow moa.SPegasos(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0221, kappa: 0, kb_relative_information_score: 20073.2423, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0149, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Joaquin Vanschoren 8 years ago
ran flow moa.SPegasos(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.022, kb_relative_information_score: 20056.7042, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0122, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Joaquin Vanschoren 8 years ago
ran flow moa.SGD(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4891, f_measure: 0.0221, kappa: 0, kb_relative_information_score: 18396.3046, mean_absolute_error: 0.2975, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0143, predictive_accuracy: 0.1105, prior_entropy: 2.585, recall: 0.1105, relative_absolute_error: 1.0709, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5393, root_relative_squared_error: 1.4471,
Joaquin Vanschoren 8 years ago
ran flow moa.SGD(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.022, kb_relative_information_score: 20056.7042, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0122, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Joaquin Vanschoren 8 years ago
ran flow moa.kNN(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8929, f_measure: 0.8956, kappa: 0.7418, kb_relative_information_score: 897880.7553, mean_absolute_error: 0.0341, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8971, predictive_accuracy: 0.9048, prior_entropy: 2.585, recall: 0.9048, relative_absolute_error: 0.1228, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.165, root_relative_squared_error: 0.4428,
Joaquin Vanschoren 8 years ago
ran flow moa.kNN(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9494, f_measure: 0.8567, kappa: 0.6379, kb_relative_information_score: 864419.1687, mean_absolute_error: 0.0504, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8788, predictive_accuracy: 0.8802, prior_entropy: 2.585, recall: 0.8802, relative_absolute_error: 0.1815, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1691, root_relative_squared_error: 0.4537,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9297, f_measure: 0.9433, kappa: 0.8614, kb_relative_information_score: 939311.9964, mean_absolute_error: 0.0184, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9426, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.0661, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1355, root_relative_squared_error: 0.3636,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937706.7385, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0678, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9267, f_measure: 0.9413, kappa: 0.8569, kb_relative_information_score: 937415.875, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9405, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0682, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3692,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.927, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 937433.5031, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0681, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3692,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.927, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 937435.7066, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0681, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3692,
Joaquin Vanschoren 8 years ago
ran flow moa.HoeffdingOptionTree(6) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929061.2093, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Joaquin Vanschoren 8 years ago
ran flow moa.MajorityVoteEnsemble(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9671, f_measure: 0.9218, kappa: 0.8131, kb_relative_information_score: 803561.2256, mean_absolute_error: 0.0891, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.927, predictive_accuracy: 0.9282, prior_entropy: 2.585, recall: 0.9282, relative_absolute_error: 0.3206, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1696, root_relative_squared_error: 0.4551,
Joaquin Vanschoren 8 years ago
ran flow moa.RuleClassifierNBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9695, f_measure: 0.9014, kappa: 0.7545, kb_relative_information_score: 860766.6441, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9145, predictive_accuracy: 0.8941, prior_entropy: 2.585, recall: 0.8941, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1598, root_relative_squared_error: 0.4288,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9569, kappa: 0.8941, kb_relative_information_score: 946653.511, mean_absolute_error: 0.0205, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9566, predictive_accuracy: 0.9579, prior_entropy: 2.585, recall: 0.9579, relative_absolute_error: 0.0738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1019, root_relative_squared_error: 0.2733,
Joaquin Vanschoren 8 years ago
ran flow moa.kNNwithPAW(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9547, f_measure: 0.8691, kappa: 0.6704, kb_relative_information_score: 873642.823, mean_absolute_error: 0.047, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8865, predictive_accuracy: 0.8889, prior_entropy: 2.585, recall: 0.8889, relative_absolute_error: 0.1691, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1633, root_relative_squared_error: 0.4381,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9564, kappa: 0.893, kb_relative_information_score: 946353.6066, mean_absolute_error: 0.0206, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9561, predictive_accuracy: 0.9575, prior_entropy: 2.585, recall: 0.9575, relative_absolute_error: 0.074, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1024, root_relative_squared_error: 0.2747,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937707.8402, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0678, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9253, f_measure: 0.9414, kappa: 0.8569, kb_relative_information_score: 937652.7524, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3685,
Joaquin Vanschoren 8 years ago
ran flow moa.NaiveBayesMultinomial(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8995, f_measure: 0.8061, kappa: 0.5374, kb_relative_information_score: 788955.4278, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8175, predictive_accuracy: 0.8077, prior_entropy: 2.585, recall: 0.8077, relative_absolute_error: 0.2733, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2206, root_relative_squared_error: 0.5919,
Joaquin Vanschoren 8 years ago
ran flow moa.TargetMean(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91401.2992, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0094, prior_entropy: 2.585, recall: 0.0094, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Joaquin Vanschoren 8 years ago
ran flow moa.AdaHoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929062.526, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8785, f_measure: 0.8956, kappa: 0.7363, kb_relative_information_score: 880175.2646, mean_absolute_error: 0.0363, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9022, predictive_accuracy: 0.8912, prior_entropy: 2.585, recall: 0.8912, relative_absolute_error: 0.1305, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1904, root_relative_squared_error: 0.5109,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9221, f_measure: 0.9382, kappa: 0.8485, kb_relative_information_score: 933781.1833, mean_absolute_error: 0.02, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9374, predictive_accuracy: 0.9399, prior_entropy: 2.585, recall: 0.9399, relative_absolute_error: 0.0721, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1415, root_relative_squared_error: 0.3798,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.926, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937688.0086, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.926, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937701.2297, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9408, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.926, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937711.1455, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9408, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0678, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9257, f_measure: 0.9412, kappa: 0.8564, kb_relative_information_score: 937336.5486, mean_absolute_error: 0.019, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9404, predictive_accuracy: 0.9431, prior_entropy: 2.585, recall: 0.9431, relative_absolute_error: 0.0683, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1377, root_relative_squared_error: 0.3695,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9413, kappa: 0.8566, kb_relative_information_score: 937386.1276, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9405, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0682, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3693,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.9446, kappa: 0.8649, kb_relative_information_score: 932043.9031, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9441, predictive_accuracy: 0.9465, prior_entropy: 2.585, recall: 0.9465, relative_absolute_error: 0.0925, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1151, root_relative_squared_error: 0.3089,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9413, kappa: 0.8566, kb_relative_information_score: 937386.1276, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9405, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0682, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3693,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.9446, kappa: 0.865, kb_relative_information_score: 932160.0216, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.944, predictive_accuracy: 0.9465, prior_entropy: 2.585, recall: 0.9465, relative_absolute_error: 0.0925, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.115, root_relative_squared_error: 0.3086,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9027, f_measure: 0.9231, kappa: 0.8087, kb_relative_information_score: 916137.6691, mean_absolute_error: 0.0254, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9227, predictive_accuracy: 0.9239, prior_entropy: 2.585, recall: 0.9239, relative_absolute_error: 0.0913, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1593, root_relative_squared_error: 0.4274,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937707.8402, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0678, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9413, kappa: 0.8566, kb_relative_information_score: 937386.1276, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9405, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0682, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1376, root_relative_squared_error: 0.3693,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9561, kappa: 0.8922, kb_relative_information_score: 946194.5233, mean_absolute_error: 0.0205, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9558, predictive_accuracy: 0.9571, prior_entropy: 2.585, recall: 0.9571, relative_absolute_error: 0.0738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1032, root_relative_squared_error: 0.2769,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9259, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937716.6543, mean_absolute_error: 0.0188, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9408, predictive_accuracy: 0.9435, prior_entropy: 2.585, recall: 0.9435, relative_absolute_error: 0.0678, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3683,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.926, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937689.1104, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastDecayed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9255, f_measure: 0.9411, kappa: 0.8561, kb_relative_information_score: 937203.2362, mean_absolute_error: 0.019, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9403, predictive_accuracy: 0.943, prior_entropy: 2.585, recall: 0.943, relative_absolute_error: 0.0684, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1378, root_relative_squared_error: 0.3699,
Joaquin Vanschoren 8 years ago
ran flow moa.BlastWindowed(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.926, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 937689.1104, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.0679, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1373, root_relative_squared_error: 0.3684,
Joaquin Vanschoren 8 years ago
ran flow moa.LeveragingBag_HoeffdingTree(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9564, kappa: 0.893, kb_relative_information_score: 946512.653, mean_absolute_error: 0.0204, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9561, predictive_accuracy: 0.9574, prior_entropy: 2.585, recall: 0.9574, relative_absolute_error: 0.0736, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1027, root_relative_squared_error: 0.2756,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9882, f_measure: 0.9447, kappa: 0.8652, kb_relative_information_score: 932356.5113, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9442, predictive_accuracy: 0.9466, prior_entropy: 2.585, recall: 0.9466, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1148, root_relative_squared_error: 0.308,
Joaquin Vanschoren 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.942, kappa: 0.8577, kb_relative_information_score: 879546.4764, mean_absolute_error: 0.0539, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9421, predictive_accuracy: 0.945, prior_entropy: 2.585, recall: 0.945, relative_absolute_error: 0.1939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1286, root_relative_squared_error: 0.345,
Joaquin Vanschoren 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9846, f_measure: 0.9433, kappa: 0.8613, kb_relative_information_score: 932162.6154, mean_absolute_error: 0.0249, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9425, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.0898, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1198, root_relative_squared_error: 0.3214,
Joaquin Vanschoren 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9443, kappa: 0.8639, kb_relative_information_score: 932022.7995, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.9461, prior_entropy: 2.585, recall: 0.9461, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1159, root_relative_squared_error: 0.311,
Joaquin Vanschoren 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9875, f_measure: 0.9419, kappa: 0.8575, kb_relative_information_score: 879435.1883, mean_absolute_error: 0.0539, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.942, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.194, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1289, root_relative_squared_error: 0.346,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.9419, kappa: 0.8575, kb_relative_information_score: 879857.5677, mean_absolute_error: 0.0537, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9421, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.1934, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1285, root_relative_squared_error: 0.3447,
Jan van Rijn 8 years ago
ran flow moa.BLAST(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9829, f_measure: 0.9415, kappa: 0.8572, kb_relative_information_score: 929558.7484, mean_absolute_error: 0.0259, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9407, predictive_accuracy: 0.9434, prior_entropy: 2.585, recall: 0.9434, relative_absolute_error: 0.0933, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1218, root_relative_squared_error: 0.3267,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(5) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9443, kappa: 0.8639, kb_relative_information_score: 932022.7995, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.9461, prior_entropy: 2.585, recall: 0.9461, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1159, root_relative_squared_error: 0.311,
Jan van Rijn 8 years ago
ran flow moa.WeightedEnsemble(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.942, kappa: 0.8577, kb_relative_information_score: 879854.0899, mean_absolute_error: 0.0537, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9422, predictive_accuracy: 0.945, prior_entropy: 2.585, recall: 0.945, relative_absolute_error: 0.1934, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1285, root_relative_squared_error: 0.3448,
Jan van Rijn 8 years ago
ran flow moa.BLAST(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9846, f_measure: 0.9433, kappa: 0.8613, kb_relative_information_score: 932162.6685, mean_absolute_error: 0.0249, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9425, predictive_accuracy: 0.9449, prior_entropy: 2.585, recall: 0.9449, relative_absolute_error: 0.0898, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1198, root_relative_squared_error: 0.3214,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.988, f_measure: 0.9446, kappa: 0.8649, kb_relative_information_score: 932043.9031, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9441, predictive_accuracy: 0.9465, prior_entropy: 2.585, recall: 0.9465, relative_absolute_error: 0.0925, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1151, root_relative_squared_error: 0.3089,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.9446, kappa: 0.865, kb_relative_information_score: 932160.0216, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.944, predictive_accuracy: 0.9465, prior_entropy: 2.585, recall: 0.9465, relative_absolute_error: 0.0925, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.115, root_relative_squared_error: 0.3086,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9882, f_measure: 0.9447, kappa: 0.8652, kb_relative_information_score: 932356.5113, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9442, predictive_accuracy: 0.9466, prior_entropy: 2.585, recall: 0.9466, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1148, root_relative_squared_error: 0.308,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9443, kappa: 0.8639, kb_relative_information_score: 932022.7995, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.9461, prior_entropy: 2.585, recall: 0.9461, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1159, root_relative_squared_error: 0.311,
Jan van Rijn 8 years ago
ran flow moa.OzaBag_HoeffdingTree(4) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9442, kappa: 0.8638, kb_relative_information_score: 931986.1548, mean_absolute_error: 0.0256, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9436, predictive_accuracy: 0.946, prior_entropy: 2.585, recall: 0.946, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.116, root_relative_squared_error: 0.3113,
Jan van Rijn 9 years ago
ran flow moa.NaiveBayes(2) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9651, f_measure: 0.8965, kappa: 0.7351, kb_relative_information_score: 860489.6764, mean_absolute_error: 0.0483, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.925, predictive_accuracy: 0.8812, prior_entropy: 2.585, recall: 0.8812, relative_absolute_error: 0.1738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1801, root_relative_squared_error: 0.4832,
Jan van Rijn 9 years ago
ran flow moa.OzaBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.965, f_measure: 0.8966, kappa: 0.7353, kb_relative_information_score: 860534.8653, mean_absolute_error: 0.0483, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9249, predictive_accuracy: 0.8813, prior_entropy: 2.585, recall: 0.8813, relative_absolute_error: 0.1738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.18, root_relative_squared_error: 0.4831,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -46.4708, mean_absolute_error: 0.2778, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0094, prior_entropy: 2.585, recall: 0.0094, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3728, root_relative_squared_error: 1.0003,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929062.1959, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4891, f_measure: 0.0221, kappa: 0, kb_relative_information_score: 18396.3046, mean_absolute_error: 0.2975, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0143, predictive_accuracy: 0.1105, prior_entropy: 2.585, recall: 0.1105, relative_absolute_error: 1.0709, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5393, root_relative_squared_error: 1.4471,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.022, kb_relative_information_score: 20056.7042, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0122, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Could not find prediction for instance #0
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Could not find prediction for instance #0
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Could not find prediction for instance #0
Jan van Rijn 9 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Could not find prediction for instance #0
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - No evaluations yet (or not applicable). Evaluation Engine Exception: Could not find prediction for instance #0
Jan van Rijn 9 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9651, f_measure: 0.8965, kappa: 0.7351, kb_relative_information_score: 860489.6764, mean_absolute_error: 0.0483, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.925, predictive_accuracy: 0.8812, prior_entropy: 2.585, recall: 0.8812, relative_absolute_error: 0.1738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1801, root_relative_squared_error: 0.4832,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_Logistic(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9814, f_measure: 0.9296, kappa: 0.8278, kb_relative_information_score: 903569.8418, mean_absolute_error: 0.0381, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9285, predictive_accuracy: 0.932, prior_entropy: 2.585, recall: 0.932, relative_absolute_error: 0.1373, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1318, root_relative_squared_error: 0.3537,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8883, f_measure: 0.8001, kappa: 0.5288, kb_relative_information_score: 753923.4017, mean_absolute_error: 0.0917, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8104, predictive_accuracy: 0.8466, prior_entropy: 2.585, recall: 0.8466, relative_absolute_error: 0.3301, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.201, root_relative_squared_error: 0.5394,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.965, f_measure: 0.8965, kappa: 0.7352, kb_relative_information_score: 860460.1062, mean_absolute_error: 0.0483, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.925, predictive_accuracy: 0.8812, prior_entropy: 2.585, recall: 0.8812, relative_absolute_error: 0.1738, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1802, root_relative_squared_error: 0.4834,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6932, f_measure: 0.7586, kappa: 0.4205, kb_relative_information_score: 741688.2241, mean_absolute_error: 0.095, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7289, predictive_accuracy: 0.8292, prior_entropy: 2.585, recall: 0.8292, relative_absolute_error: 0.342, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.218, root_relative_squared_error: 0.5849,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.881, f_measure: 0.8524, kappa: 0.6417, kb_relative_information_score: 841273.886, mean_absolute_error: 0.0508, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.867, predictive_accuracy: 0.8525, prior_entropy: 2.585, recall: 0.8525, relative_absolute_error: 0.1829, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1995, root_relative_squared_error: 0.5353,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91401.2992, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0094, prior_entropy: 2.585, recall: 0.0094, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SGD(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.022, kb_relative_information_score: 20056.7042, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0122, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Jan van Rijn 9 years ago
ran flow moa.LeveragingBag_SPegasos(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.022, kb_relative_information_score: 20056.7042, mean_absolute_error: 0.2965, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0122, predictive_accuracy: 0.1106, prior_entropy: 2.585, recall: 0.1106, relative_absolute_error: 1.0673, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5445, root_relative_squared_error: 1.461,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_W ... KAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9063, f_measure: 0.9159, kappa: 0.7925, kb_relative_information_score: 372585.2734, mean_absolute_error: 0.2247, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9154, predictive_accuracy: 0.9177, prior_entropy: 2.585, recall: 0.9177, relative_absolute_error: 0.8091, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.3144, root_relative_squared_error: 0.8435,
Jan van Rijn 9 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8646, f_measure: 0.8533, kappa: 0.6397, kb_relative_information_score: 843092.7996, mean_absolute_error: 0.0496, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8682, predictive_accuracy: 0.8525, prior_entropy: 2.585, recall: 0.8525, relative_absolute_error: 0.1785, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2079, root_relative_squared_error: 0.5577,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9754, f_measure: 0.9361, kappa: 0.8431, kb_relative_information_score: 920565.4445, mean_absolute_error: 0.0308, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9352, predictive_accuracy: 0.939, prior_entropy: 2.585, recall: 0.939, relative_absolute_error: 0.111, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1235, root_relative_squared_error: 0.3315,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9839, f_measure: 0.9282, kappa: 0.8314, kb_relative_information_score: 915052.8718, mean_absolute_error: 0.0325, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9258, predictive_accuracy: 0.9349, prior_entropy: 2.585, recall: 0.9349, relative_absolute_error: 0.1172, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1257, root_relative_squared_error: 0.3372,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6536, f_measure: 0.7546, kappa: 0.4101, kb_relative_information_score: 743418.1749, mean_absolute_error: 0.0941, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.6944, predictive_accuracy: 0.8285, prior_entropy: 2.585, recall: 0.8285, relative_absolute_error: 0.3386, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2227, root_relative_squared_error: 0.5975,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6728, f_measure: 0.7607, kappa: 0.4273, kb_relative_information_score: 810810.7926, mean_absolute_error: 0.0573, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7343, predictive_accuracy: 0.828, prior_entropy: 2.585, recall: 0.828, relative_absolute_error: 0.2064, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.2353, root_relative_squared_error: 0.6314,
Jan van Rijn 9 years ago
ran flow moa.AccuracyWeightedEnsemble_WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9777, f_measure: 0.9207, kappa: 0.8093, kb_relative_information_score: 909905.288, mean_absolute_error: 0.034, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9181, predictive_accuracy: 0.9262, prior_entropy: 2.585, recall: 0.9262, relative_absolute_error: 0.1225, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1318, root_relative_squared_error: 0.3536,
Jan van Rijn 9 years ago
ran flow moa.WEKAClassifier_JRip(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.899, f_measure: 0.9076, kappa: 0.7684, kb_relative_information_score: 886377.9954, mean_absolute_error: 0.0406, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9108, predictive_accuracy: 0.906, prior_entropy: 2.585, recall: 0.906, relative_absolute_error: 0.146, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1619, root_relative_squared_error: 0.4345,
Jan van Rijn 9 years ago
ran flow moa.ADACC_NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9649, f_measure: 0.8962, kappa: 0.7343, kb_relative_information_score: 859981.7344, mean_absolute_error: 0.0487, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9246, predictive_accuracy: 0.8809, prior_entropy: 2.585, recall: 0.8809, relative_absolute_error: 0.1755, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1793, root_relative_squared_error: 0.4811,
Jan van Rijn 9 years ago
ran flow moa.DecisionStump(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6932, f_measure: 0.7586, kappa: 0.4203, kb_relative_information_score: 741605.3177, mean_absolute_error: 0.095, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.7298, predictive_accuracy: 0.8291, prior_entropy: 2.585, recall: 0.8291, relative_absolute_error: 0.3421, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.218, root_relative_squared_error: 0.5851,
Jan van Rijn 9 years ago
ran flow moa.HoeffdingOptionTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.9414, kappa: 0.857, kb_relative_information_score: 929061.2093, mean_absolute_error: 0.0261, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9406, predictive_accuracy: 0.9432, prior_entropy: 2.585, recall: 0.9432, relative_absolute_error: 0.0939, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1222, root_relative_squared_error: 0.328,
Jan van Rijn 10 years ago
ran flow moa.ORTO(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.0002, kb_relative_information_score: -91401.2992, mean_absolute_error: 0.3302, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.0001, predictive_accuracy: 0.0094, prior_entropy: 2.585, recall: 0.0094, relative_absolute_error: 1.1887, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.5746, root_relative_squared_error: 1.5419,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9177, f_measure: 0.8987, kappa: 0.7544, kb_relative_information_score: 880085.8658, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8977, predictive_accuracy: 0.9014, prior_entropy: 2.585, recall: 0.9014, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1675, root_relative_squared_error: 0.4494,
Jan van Rijn 10 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9177, f_measure: 0.8987, kappa: 0.7544, kb_relative_information_score: 880085.8658, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.8977, predictive_accuracy: 0.9014, prior_entropy: 2.585, ram_hours: 0, recall: 0.9014, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1675, root_relative_squared_error: 0.4494, run_cpu_time: 14.64,
Jan van Rijn 10 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9437, kappa: 0.8623, kb_relative_information_score: 932914.5433, mean_absolute_error: 0.0246, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.943, predictive_accuracy: 0.945, prior_entropy: 2.585, ram_hours: 0.0001, recall: 0.945, relative_absolute_error: 0.0885, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1195, root_relative_squared_error: 0.3207, run_cpu_time: 59.01,
Jan van Rijn 10 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(anneal,nominal,1000000)
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9909, f_measure: 0.9471, kappa: 0.8699, kb_relative_information_score: 885385.861, mean_absolute_error: 0.0526, mean_prior_absolute_error: 0.2778, number_of_instances: 1000000, precision: 0.9468, predictive_accuracy: 0.9482, prior_entropy: 2.585, ram_hours: 0.0275, recall: 0.9482, relative_absolute_error: 0.1892, root_mean_prior_squared_error: 0.3727, root_mean_squared_error: 0.1275, root_relative_squared_error: 0.342, run_cpu_time: 921.36,

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(anneal,nominal,1000000) (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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