Task
Supervised Data Stream Classification on Stagger1

Supervised Data Stream Classification on Stagger1

Task 7310 Supervised Data Stream Classification Stagger1 307 runs submitted
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  • binstreams ecmlpkdd2015 streamensembles streams study_11 study_16
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999978, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0033, root_relative_squared_error: 0.0066,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 994589.5092, mean_absolute_error: 0.0034, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0067, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0261, root_relative_squared_error: 0.0521,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999966.3399, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0032, root_relative_squared_error: 0.0064,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 995130.672, mean_absolute_error: 0.0031, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0061, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0237, root_relative_squared_error: 0.0475,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999978, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0032, root_relative_squared_error: 0.0065,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999974.748, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0029, root_relative_squared_error: 0.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999966.4214, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0032, root_relative_squared_error: 0.0064,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999974.7353, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0029, root_relative_squared_error: 0.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999978, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0032, root_relative_squared_error: 0.0065,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999982, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.003, root_relative_squared_error: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999982, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.003, root_relative_squared_error: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999982, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.003, root_relative_squared_error: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999980, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0032, root_relative_squared_error: 0.0063,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999974, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0036, root_relative_squared_error: 0.0072,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999693.9835, mean_absolute_error: 0.0002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0004, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0073, root_relative_squared_error: 0.0146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9977, kappa: 0.9882, kb_relative_information_score: 993880.5901, mean_absolute_error: 0.0032, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9977, predictive_accuracy: 0.9977, prior_entropy: 1, recall: 0.9977, relative_absolute_error: 0.0063, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0396, root_relative_squared_error: 0.0792,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999693.9835, mean_absolute_error: 0.0002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0004, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0073, root_relative_squared_error: 0.0146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, f_measure: 0.8014, kappa: -0.0013, kb_relative_information_score: 602888, mean_absolute_error: 0.1986, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.8014, predictive_accuracy: 0.8014, prior_entropy: 1, recall: 0.8014, relative_absolute_error: 0.3971, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4456, root_relative_squared_error: 0.8912,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4987, f_measure: 0.8359, kb_relative_information_score: 643936.5382, mean_absolute_error: 0.1984, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7892, predictive_accuracy: 0.8884, prior_entropy: 1, recall: 0.8884, relative_absolute_error: 0.3969, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3149, root_relative_squared_error: 0.6298,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 994790.8809, mean_absolute_error: 0.0036, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0072, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0081, root_relative_squared_error: 0.0162,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9999, kappa: 0.9995, kb_relative_information_score: 999812, mean_absolute_error: 0.0001, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9999, predictive_accuracy: 0.9999, prior_entropy: 1, recall: 0.9999, relative_absolute_error: 0.0002, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0097, root_relative_squared_error: 0.0194,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9603, kappa: 0.785, kb_relative_information_score: 834879.9162, mean_absolute_error: 0.0937, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9649, predictive_accuracy: 0.9635, prior_entropy: 1, recall: 0.9635, relative_absolute_error: 0.1873, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1732, root_relative_squared_error: 0.3464,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9251, f_measure: 0.9827, kappa: 0.9098, kb_relative_information_score: 966570, mean_absolute_error: 0.0167, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9836, predictive_accuracy: 0.9833, prior_entropy: 1, recall: 0.9833, relative_absolute_error: 0.0334, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1293, root_relative_squared_error: 0.2586,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999992.7476, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0015, root_relative_squared_error: 0.003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9998, kb_relative_information_score: 999934.198, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.004, root_relative_squared_error: 0.0081,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999974, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0036, root_relative_squared_error: 0.0072,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 0.9999, kb_relative_information_score: 999976, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0035, root_relative_squared_error: 0.0069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 999693.9835, mean_absolute_error: 0.0002, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0004, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0073, root_relative_squared_error: 0.0146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.8359, kb_relative_information_score: 776782, mean_absolute_error: 0.1116, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.7892, predictive_accuracy: 0.8884, prior_entropy: 1, recall: 0.8884, relative_absolute_error: 0.2232, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3341, root_relative_squared_error: 0.6682,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 1, kappa: 0.9998, kb_relative_information_score: 999910, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0067, root_relative_squared_error: 0.0134,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 1, kappa: 0.9998, kb_relative_information_score: 999926.8343, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0059, root_relative_squared_error: 0.0118,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9923, f_measure: 0.9983, kappa: 0.9913, kb_relative_information_score: 996556, mean_absolute_error: 0.0017, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 0.9983, predictive_accuracy: 0.9983, prior_entropy: 1, recall: 0.9983, relative_absolute_error: 0.0034, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0415, root_relative_squared_error: 0.083,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 1, kappa: 0.9998, kb_relative_information_score: 999929, mean_absolute_error: 0, mean_prior_absolute_error: 0.5, number_of_instances: 1000000, precision: 1, predictive_accuracy: 1, prior_entropy: 1, recall: 1, relative_absolute_error: 0.0001, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.0058, root_relative_squared_error: 0.0116,

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

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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