DEVELOPMENT...

A PHP Error was encountered

Severity: Warning

Message: fopen(/data/log/sql.log): failed to open stream: Permission denied

Filename: models/Log.php

Line Number: 37

Backtrace:

File: /var/www/openml/openml_OS/models/Log.php
Line: 37
Function: fopen

File: /var/www/openml/openml_OS/core/MY_Database_Read_Model.php
Line: 30
Function: sql

File: /var/www/openml/openml_OS/views/pages/frontend/t/pre.php
Line: 104
Function: query

File: /var/www/openml/openml_OS/helpers/cms_helper.php
Line: 19
Function: view

File: /var/www/openml/openml_OS/controllers/Frontend.php
Line: 85
Function: loadpage

File: /var/www/openml/index.php
Line: 337
Function: require_once

A PHP Error was encountered

Severity: Warning

Message: fopen(/data/log/sql.log): failed to open stream: Permission denied

Filename: models/Log.php

Line Number: 37

Backtrace:

File: /var/www/openml/openml_OS/models/Log.php
Line: 37
Function: fopen

File: /var/www/openml/openml_OS/core/MY_Database_Read_Model.php
Line: 30
Function: sql

File: /var/www/openml/openml_OS/views/pages/frontend/t/pre.php
Line: 124
Function: query

File: /var/www/openml/openml_OS/helpers/cms_helper.php
Line: 19
Function: view

File: /var/www/openml/openml_OS/controllers/Frontend.php
Line: 85
Function: loadpage

File: /var/www/openml/index.php
Line: 337
Function: require_once

A PHP Error was encountered

Severity: Warning

Message: fopen(/data/log/sql.log): failed to open stream: Permission denied

Filename: models/Log.php

Line Number: 37

Backtrace:

File: /var/www/openml/openml_OS/models/Log.php
Line: 37
Function: fopen

File: /var/www/openml/openml_OS/core/MY_Database_Read_Model.php
Line: 30
Function: sql

File: /var/www/openml/openml_OS/views/pages/frontend/t/pre.php
Line: 117
Function: query

File: /var/www/openml/openml_OS/helpers/cms_helper.php
Line: 19
Function: view

File: /var/www/openml/openml_OS/controllers/Frontend.php
Line: 85
Function: loadpage

File: /var/www/openml/index.php
Line: 337
Function: require_once

OpenML
Task
Supervised Data Stream Classification on credit-approval

Supervised Data Stream Classification on credit-approval

Task 2197 Supervised Data Stream Classification credit-approval 25 runs submitted
0 likes downloaded by 0 people , 0 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

25 Runs

Fetching data
Fetching data
Search runs in more detail
ID's
Sort: most recent
25 results
run
Felicia West 11 years ago
ran flow moa.NaiveBayes(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8974, f_measure: 0.8008, kappa: 0.5959, kb_relative_information_score: 418.5082, mean_absolute_error: 0.1971, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8106, predictive_accuracy: 0.8043, prior_entropy: 1, recall: 0.8043, relative_absolute_error: 0.3941, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4173, root_relative_squared_error: 0.8346, run_cpu_time: 0.04,
Felicia West 11 years ago
ran flow moa.NoChange(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9782, f_measure: 0.9783, kappa: 0.956, kb_relative_information_score: 660, mean_absolute_error: 0.0217, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.9783, predictive_accuracy: 0.9783, prior_entropy: 1, recall: 0.9783, relative_absolute_error: 0.0435, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.1474, root_relative_squared_error: 0.2949,
Felicia West 11 years ago
ran flow moa.OzaBoost_HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9309, f_measure: 0.8842, kappa: 0.766, kb_relative_information_score: 262.8731, mean_absolute_error: 0.3347, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8848, predictive_accuracy: 0.8841, prior_entropy: 1, recall: 0.8841, relative_absolute_error: 0.6693, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3722, root_relative_squared_error: 0.7445, run_cpu_time: 0.65,
Felicia West 11 years ago
ran flow moa.WEKAClassifier_OneR(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.SPegasos(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8913, f_measure: 0.8812, kappa: 0.7649, kb_relative_information_score: 526, mean_absolute_error: 0.1188, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.9007, predictive_accuracy: 0.8812, prior_entropy: 1, recall: 0.8812, relative_absolute_error: 0.2377, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3447, root_relative_squared_error: 0.6895, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.FIMTDD(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, kb_relative_information_score: -76, mean_absolute_error: 0.5551, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1.1101, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.745, root_relative_squared_error: 1.4901, run_cpu_time: 0.02,
Felicia West 11 years ago
ran flow moa.OzaBagAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.886, f_measure: 0.8085, kappa: 0.6119, kb_relative_information_score: 410.9812, mean_absolute_error: 0.2062, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8084, predictive_accuracy: 0.8087, prior_entropy: 1, recall: 0.8087, relative_absolute_error: 0.4125, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3764, root_relative_squared_error: 0.7528, run_cpu_time: 0.16,
Felicia West 11 years ago
ran flow moa.WEKAClassifier_SMO_PolyKernel(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.ASHoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8633, f_measure: 0.801, kappa: 0.5963, kb_relative_information_score: 398.5111, mean_absolute_error: 0.2154, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.801, predictive_accuracy: 0.8014, prior_entropy: 1, recall: 0.8014, relative_absolute_error: 0.4308, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4114, root_relative_squared_error: 0.8228, run_cpu_time: 0.03,
Felicia West 11 years ago
ran flow moa.MajorityClass(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6984, f_measure: 0.5427, kappa: 0.1339, kb_relative_information_score: 72.0165, mean_absolute_error: 0.448, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.5853, predictive_accuracy: 0.5522, prior_entropy: 1, recall: 0.5522, relative_absolute_error: 0.896, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.498, root_relative_squared_error: 0.996, run_cpu_time: 0.01,
Felicia West 11 years ago
ran flow moa.HoeffdingAdaptiveTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8587, f_measure: 0.808, kappa: 0.6104, kb_relative_information_score: 406.8009, mean_absolute_error: 0.209, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8084, predictive_accuracy: 0.8087, prior_entropy: 1, recall: 0.8087, relative_absolute_error: 0.418, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4116, root_relative_squared_error: 0.8233, run_cpu_time: 0.06,
Felicia West 11 years ago
ran flow moa.HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8633, f_measure: 0.801, kappa: 0.5963, kb_relative_information_score: 398.5111, mean_absolute_error: 0.2154, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.801, predictive_accuracy: 0.8014, prior_entropy: 1, recall: 0.8014, relative_absolute_error: 0.4308, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4114, root_relative_squared_error: 0.8228, run_cpu_time: 0.05,
Felicia West 11 years ago
ran flow moa.OzaBoostAdwin_HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8698, f_measure: 0.8462, kappa: 0.6884, kb_relative_information_score: 337.619, mean_absolute_error: 0.2742, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8462, predictive_accuracy: 0.8464, prior_entropy: 1, recall: 0.8464, relative_absolute_error: 0.5484, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3691, root_relative_squared_error: 0.7381, run_cpu_time: 0.99,
Felicia West 11 years ago
ran flow moa.WEKAClassifier_REPTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.09,
Jason 11 years ago
ran flow moa.LeveragingBag_kNN(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9047, f_measure: 0.8381, kappa: 0.6766, kb_relative_information_score: 367.6446, mean_absolute_error: 0.248, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8474, predictive_accuracy: 0.8377, prior_entropy: 1, ram_hours: 0, recall: 0.8377, relative_absolute_error: 0.496, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3548, root_relative_squared_error: 0.7096, run_cpu_time: 1.461,
Jason 11 years ago
ran flow moa.OzaBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8843, f_measure: 0.8129, kappa: 0.6209, kb_relative_information_score: 411.7185, mean_absolute_error: 0.2062, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8128, predictive_accuracy: 0.813, prior_entropy: 1, ram_hours: 0, recall: 0.813, relative_absolute_error: 0.4125, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3747, root_relative_squared_error: 0.7495, run_cpu_time: 0.0575,
Jason 11 years ago
ran flow moa.WEKAClassifier(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, ram_hours: 0, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.0072,
Jason 11 years ago
ran flow moa.WEKAClassifier_J48(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, ram_hours: 0, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.0069,
Jason 11 years ago
ran flow moa.LeveragingBag_HoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8706, f_measure: 0.8336, kappa: 0.6638, kb_relative_information_score: 413.2975, mean_absolute_error: 0.2093, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8343, predictive_accuracy: 0.8333, prior_entropy: 1, ram_hours: 0, recall: 0.8333, relative_absolute_error: 0.4187, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3685, root_relative_squared_error: 0.7369, run_cpu_time: 0.1995,
Jason 11 years ago
ran flow moa.SGD(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7661, f_measure: 0.7564, kappa: 0.5192, kb_relative_information_score: 354, mean_absolute_error: 0.2435, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.776, predictive_accuracy: 0.7565, prior_entropy: 1, ram_hours: 0, recall: 0.7565, relative_absolute_error: 0.487, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4934, root_relative_squared_error: 0.9869, run_cpu_time: 0.0048,
Jason 11 years ago
ran flow moa.RandomHoeffdingTree(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7387, f_measure: 0.6834, kappa: 0.3686, kb_relative_information_score: 151.0858, mean_absolute_error: 0.4001, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.6928, predictive_accuracy: 0.6826, prior_entropy: 1, ram_hours: 0, recall: 0.6826, relative_absolute_error: 0.8003, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.4724, root_relative_squared_error: 0.9448, run_cpu_time: 0.0051,
Jason 11 years ago
ran flow moa.RuleClassifier(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6984, f_measure: 0.5427, kappa: 0.1339, kb_relative_information_score: 72.0165, mean_absolute_error: 0.448, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.5853, predictive_accuracy: 0.5522, prior_entropy: 1, ram_hours: 0, recall: 0.5522, relative_absolute_error: 0.896, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.498, root_relative_squared_error: 0.996, run_cpu_time: 0.03,
Jason 11 years ago
ran flow moa.kNN(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8994, f_measure: 0.8249, kappa: 0.6521, kb_relative_information_score: 364.4575, mean_absolute_error: 0.25, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.8391, predictive_accuracy: 0.8246, prior_entropy: 1, ram_hours: 0, recall: 0.8246, relative_absolute_error: 0.5, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.3595, root_relative_squared_error: 0.719, run_cpu_time: 0.09,
Jason 11 years ago
ran flow moa.Perceptron(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, kb_relative_information_score: -76, mean_absolute_error: 0.5551, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1.1101, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.745, root_relative_squared_error: 1.4901,
Jason 11 years ago
ran flow moa.WEKAClassifier_LinearRegression(1) on task Supervised Data Stream Classification on data set credit-approval
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.274, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.5, number_of_instances: 690, precision: 0.198, predictive_accuracy: 0.4449, prior_entropy: 1, recall: 0.4449, relative_absolute_error: 1, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5, root_relative_squared_error: 1, run_cpu_time: 0.01,

    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 credit-approval (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)

    How to submit runs

    Using your favorite machine learning environment

    Download this task directly in your environment and automatically upload your results

    OpenML bootcamp

    From your own software

    Use one of our APIs to download data from OpenML and upload your results

    OpenML APIs