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OpenML
Task
Supervised Data Stream Classification on braziltourism

Supervised Data Stream Classification on braziltourism

Task 2250 Supervised Data Stream Classification braziltourism 24 runs submitted
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Felicia West 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8033, f_measure: 0.6725, kb_relative_information_score: 316.2994, mean_absolute_error: 0.061, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 0.2492, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.233, root_relative_squared_error: 0.6659, run_cpu_time: 0.05,
Felicia West 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9303, f_measure: 0.8856, kappa: 0.7649, kb_relative_information_score: 374.2274, mean_absolute_error: 0.0243, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.8629, predictive_accuracy: 0.915, prior_entropy: 2.8074, recall: 0.915, relative_absolute_error: 0.0991, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1558, root_relative_squared_error: 0.4452, run_cpu_time: 0.02,
Felicia West 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9475, f_measure: 0.7269, kappa: 0.222, kb_relative_information_score: 332.5591, mean_absolute_error: 0.0524, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7293, predictive_accuracy: 0.7985, prior_entropy: 2.8074, recall: 0.7985, relative_absolute_error: 0.214, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.211, root_relative_squared_error: 0.6031, run_cpu_time: 0.04,
Felicia West 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.02,
Felicia West 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9279, f_measure: 0.8873, kappa: 0.7707, kb_relative_information_score: 375.3066, mean_absolute_error: 0.0236, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.8635, predictive_accuracy: 0.9175, prior_entropy: 2.8074, recall: 0.9175, relative_absolute_error: 0.0963, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1536, root_relative_squared_error: 0.4388, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9741, f_measure: 0.6725, kb_relative_information_score: 314.158, mean_absolute_error: 0.061, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 0.2493, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2328, root_relative_squared_error: 0.6652, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9741, f_measure: 0.6725, kb_relative_information_score: 314.158, mean_absolute_error: 0.061, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 0.2493, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2328, root_relative_squared_error: 0.6652, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9475, f_measure: 0.7269, kappa: 0.222, kb_relative_information_score: 332.5591, mean_absolute_error: 0.0524, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7293, predictive_accuracy: 0.7985, prior_entropy: 2.8074, recall: 0.7985, relative_absolute_error: 0.214, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.211, root_relative_squared_error: 0.6031, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9267, f_measure: 0.8219, kappa: 0.5247, kb_relative_information_score: 348.3364, mean_absolute_error: 0.0414, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.8151, predictive_accuracy: 0.8495, prior_entropy: 2.8074, recall: 0.8495, relative_absolute_error: 0.1689, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.1869, root_relative_squared_error: 0.5341, run_cpu_time: 0.22,
Felicia West 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.05,
Jason 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9318, f_measure: 0.7322, kappa: 0.2523, kb_relative_information_score: 327.0385, mean_absolute_error: 0.0557, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7044, predictive_accuracy: 0.7937, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7937, relative_absolute_error: 0.2273, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2152, root_relative_squared_error: 0.6151, run_cpu_time: 0.07,
Felicia West 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9459, f_measure: 0.7288, kappa: 0.2201, kb_relative_information_score: 331.1998, mean_absolute_error: 0.0538, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7324, predictive_accuracy: 0.7985, prior_entropy: 2.8074, recall: 0.7985, relative_absolute_error: 0.2195, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2106, root_relative_squared_error: 0.602, run_cpu_time: 0.04,
Felicia West 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.951, f_measure: 0.7319, kappa: 0.2452, kb_relative_information_score: 334.9439, mean_absolute_error: 0.0514, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7372, predictive_accuracy: 0.801, prior_entropy: 2.8074, recall: 0.801, relative_absolute_error: 0.2097, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2046, root_relative_squared_error: 0.5847, run_cpu_time: 0.05,
Jason 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8713, f_measure: 0.6752, kappa: 0.0205, kb_relative_information_score: 321.6396, mean_absolute_error: 0.058, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.6001, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 0.237, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2198, root_relative_squared_error: 0.6282, run_cpu_time: 0.3734,
Jason 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, kb_relative_information_score: 310.5535, mean_absolute_error: 0.0652, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 0.2662, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2553, root_relative_squared_error: 0.7296, run_cpu_time: 0.0053,
Jason 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9523, f_measure: 0.7224, kappa: 0.2126, kb_relative_information_score: 329.5485, mean_absolute_error: 0.0537, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.6982, predictive_accuracy: 0.7961, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7961, relative_absolute_error: 0.2191, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.216, root_relative_squared_error: 0.6171, run_cpu_time: 0.0041,
Jason 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.0058,
Jason 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9656, f_measure: 0.6941, kappa: 0.1043, kb_relative_information_score: 320.3686, mean_absolute_error: 0.0586, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.662, predictive_accuracy: 0.7791, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7791, relative_absolute_error: 0.2393, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2238, root_relative_squared_error: 0.6395, run_cpu_time: 0.0043,
Jason 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.01,
Jason 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.0057,
Jason 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9883, f_measure: 0.9842, kappa: 0.9613, kb_relative_information_score: 405.5247, mean_absolute_error: 0.0042, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.983, predictive_accuracy: 0.9854, prior_entropy: 2.8074, recall: 0.9854, relative_absolute_error: 0.017, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.0645, root_relative_squared_error: 0.1843,
Jason 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9538, f_measure: 0.7296, kappa: 0.2246, kb_relative_information_score: 334.874, mean_absolute_error: 0.0521, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.7257, predictive_accuracy: 0.7985, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7985, relative_absolute_error: 0.2128, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2033, root_relative_squared_error: 0.581, run_cpu_time: 0.03,
Jason 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, mean_absolute_error: 0.2449, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, ram_hours: 0, recall: 0.7718, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.3499, root_relative_squared_error: 1, run_cpu_time: 0.01,
Jason 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set braziltourism
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.6725, kb_relative_information_score: 310.5535, mean_absolute_error: 0.0652, mean_prior_absolute_error: 0.2449, number_of_instances: 412, precision: 0.5957, predictive_accuracy: 0.7718, prior_entropy: 2.8074, recall: 0.7718, relative_absolute_error: 0.2662, root_mean_prior_squared_error: 0.3499, root_mean_squared_error: 0.2553, root_relative_squared_error: 0.7296,

    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 braziltourism (1)
    target_feature Trips

    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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