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Supervised Data Stream Classification on BNG(colic.ORIG)

Task 2152 Supervised Data Stream Classification BNG(colic.ORIG) 123 runs submitted
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123 results

Jan van Rijn 10 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.801, f_measure: 0.7606, kappa: 0.4529, kb_relative_information_score: 450931.4186, mean_absolute_error: 0.285, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7631, predictive_accuracy: 0.7697, prior_entropy: 1, recall: 0.7697, relative_absolute_error: 0.57, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4081, root_relative_squared_error: 0.8163,

Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6395, f_measure: 0.6606, kappa: 0.2234, kb_relative_information_score: 311486.698, mean_absolute_error: 0.3489, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6575, predictive_accuracy: 0.6754, prior_entropy: 1, ram_hours: 0.0142, recall: 0.6754, relative_absolute_error: 0.6978, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5029, root_relative_squared_error: 1.0058, run_cpu_time: 1563.33,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6998, f_measure: 0.757, kappa: 0.4419, kb_relative_information_score: 548524, mean_absolute_error: 0.2257, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7745, predictive_accuracy: 0.7744, prior_entropy: 1, ram_hours: 0, recall: 0.7744, relative_absolute_error: 0.4515, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4749, root_relative_squared_error: 0.9497, run_cpu_time: 7.8006,

Jan van Rijn 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5822, f_measure: 0.5906, kappa: 0.085, kb_relative_information_score: 156623.0692, mean_absolute_error: 0.435, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6327, predictive_accuracy: 0.6685, prior_entropy: 1, ram_hours: 0.0036, recall: 0.6685, relative_absolute_error: 0.87, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4678, root_relative_squared_error: 0.9355, run_cpu_time: 131.003,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.762, f_measure: 0.7754, kappa: 0.4862, kb_relative_information_score: 417706.6054, mean_absolute_error: 0.3094, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7803, predictive_accuracy: 0.7849, prior_entropy: 1, ram_hours: 0, recall: 0.7849, relative_absolute_error: 0.6187, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4038, root_relative_squared_error: 0.8075, run_cpu_time: 9.39,

Jan van Rijn 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7581, f_measure: 0.7352, kappa: 0.3957, kb_relative_information_score: 369590.9774, mean_absolute_error: 0.3275, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7354, predictive_accuracy: 0.7444, prior_entropy: 1, ram_hours: 0.0001, recall: 0.7444, relative_absolute_error: 0.655, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4284, root_relative_squared_error: 0.8568, run_cpu_time: 18.679,

Jan van Rijn 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7631, f_measure: 0.6606, kappa: 0.234, kb_relative_information_score: 335436.5178, mean_absolute_error: 0.3442, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7334, predictive_accuracy: 0.7168, prior_entropy: 1, ram_hours: 0.0016, recall: 0.7168, relative_absolute_error: 0.6883, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4286, root_relative_squared_error: 0.8571, run_cpu_time: 9033.9451,

Jan van Rijn 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7111, f_measure: 0.7344, kappa: 0.3922, kb_relative_information_score: 444617.6497, mean_absolute_error: 0.2831, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.737, predictive_accuracy: 0.7462, prior_entropy: 1, ram_hours: 0.0024, recall: 0.7462, relative_absolute_error: 0.5661, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.46, root_relative_squared_error: 0.9201, run_cpu_time: 96.6827,

Jan van Rijn 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7616, f_measure: 0.6565, kappa: 0.226, kb_relative_information_score: 335401.4186, mean_absolute_error: 0.3442, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7336, predictive_accuracy: 0.7151, prior_entropy: 1, ram_hours: 0, recall: 0.7151, relative_absolute_error: 0.6883, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4287, root_relative_squared_error: 0.8574, run_cpu_time: 499.9419,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5275, kb_relative_information_score: 126629.6899, mean_absolute_error: 0.4496, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4384, predictive_accuracy: 0.6621, prior_entropy: 1, ram_hours: 0, recall: 0.6621, relative_absolute_error: 0.8992, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4731, root_relative_squared_error: 0.9461, run_cpu_time: 7.6266,

Jan van Rijn 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5275, kb_relative_information_score: 324164, mean_absolute_error: 0.3379, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4384, predictive_accuracy: 0.6621, prior_entropy: 1, ram_hours: 0.0023, recall: 0.6621, relative_absolute_error: 0.6758, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5813, root_relative_squared_error: 1.1626, run_cpu_time: 76.0447,

Jan van Rijn 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5275, kb_relative_information_score: 324164, mean_absolute_error: 0.3379, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4384, predictive_accuracy: 0.6621, prior_entropy: 1, ram_hours: 0, recall: 0.6621, relative_absolute_error: 0.6758, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5813, root_relative_squared_error: 1.1626, run_cpu_time: 8.7475,

Jan van Rijn 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6497, f_measure: 0.691, kappa: 0.3043, kb_relative_information_score: 387372, mean_absolute_error: 0.3063, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6891, predictive_accuracy: 0.6937, prior_entropy: 1, ram_hours: 0, recall: 0.6937, relative_absolute_error: 0.6126, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5535, root_relative_squared_error: 1.1069, run_cpu_time: 8.3684,

Jan van Rijn 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5526, kappa: 0.0001, kb_relative_information_score: 105154, mean_absolute_error: 0.4474, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.5526, predictive_accuracy: 0.5526, prior_entropy: 1, ram_hours: 0, recall: 0.5526, relative_absolute_error: 0.8948, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6689, root_relative_squared_error: 1.3378, run_cpu_time: 7.6281,

Jan van Rijn 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8705, f_measure: 0.8069, kappa: 0.5591, kb_relative_information_score: 552764.7705, mean_absolute_error: 0.2324, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8112, predictive_accuracy: 0.8137, prior_entropy: 1, ram_hours: 0, recall: 0.8137, relative_absolute_error: 0.4648, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3697, root_relative_squared_error: 0.7394, run_cpu_time: 11.4684,

Jan van Rijn 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.5275, kappa: -0, kb_relative_information_score: 130916.5429, mean_absolute_error: 0.4476, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4384, predictive_accuracy: 0.6621, prior_entropy: 1, ram_hours: 0, recall: 0.6621, relative_absolute_error: 0.8953, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.473, root_relative_squared_error: 0.946, run_cpu_time: 8.702,

Jan van Rijn 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5731, f_measure: 0.6172, kappa: 0.1458, kb_relative_information_score: 233372, mean_absolute_error: 0.3833, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.6178, predictive_accuracy: 0.6167, prior_entropy: 1, ram_hours: 0, recall: 0.6167, relative_absolute_error: 0.7666, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.6191, root_relative_squared_error: 1.2382, run_cpu_time: 6.8784,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7266, f_measure: 0.7611, kappa: 0.4614, kb_relative_information_score: 526630, mean_absolute_error: 0.2367, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7597, predictive_accuracy: 0.7635, prior_entropy: 1, ram_hours: 0, recall: 0.7635, relative_absolute_error: 0.4734, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4862, root_relative_squared_error: 0.9725, run_cpu_time: 16.5107,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5275, kb_relative_information_score: 323852, mean_absolute_error: 0.3381, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.4384, predictive_accuracy: 0.6621, prior_entropy: 1, ram_hours: 0.0024, recall: 0.6621, relative_absolute_error: 0.6761, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5812, root_relative_squared_error: 1.1625, run_cpu_time: 59.6527,

Jan van Rijn 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7415, f_measure: 0.7572, kappa: 0.4454, kb_relative_information_score: 477098.2668, mean_absolute_error: 0.268, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7596, predictive_accuracy: 0.7665, prior_entropy: 1, ram_hours: 0.0046, recall: 0.7665, relative_absolute_error: 0.536, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4401, root_relative_squared_error: 0.8803, run_cpu_time: 127.699,

Jan van Rijn 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7415, f_measure: 0.7572, kappa: 0.4454, kb_relative_information_score: 477098.2668, mean_absolute_error: 0.268, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7596, predictive_accuracy: 0.7665, prior_entropy: 1, ram_hours: 0.0055, recall: 0.7665, relative_absolute_error: 0.536, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4401, root_relative_squared_error: 0.8803, run_cpu_time: 155.85,

Jan van Rijn 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8067, f_measure: 0.7577, kappa: 0.4443, kb_relative_information_score: 417210.1352, mean_absolute_error: 0.3051, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7661, predictive_accuracy: 0.7709, prior_entropy: 1, ram_hours: 0.2808, recall: 0.7709, relative_absolute_error: 0.6102, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4026, root_relative_squared_error: 0.8052, run_cpu_time: 1406.09,

Jan van Rijn 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set BNG(colic.ORIG)

0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8434, f_measure: 0.7822, kappa: 0.5026, kb_relative_information_score: 517024.6648, mean_absolute_error: 0.249, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7853, predictive_accuracy: 0.79, prior_entropy: 1, ram_hours: 0, recall: 0.79, relative_absolute_error: 0.4979, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3921, root_relative_squared_error: 0.7842, run_cpu_time: 14.43,

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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(colic.ORIG) (1)
target_feature	pathology_cp_data

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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