OpenML
Supervised Classification on breast-cancer

Supervised Classification on breast-cancer

Task 243 Supervised Classification breast-cancer 325 runs submitted
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, build_cpu_time: 0.336, build_memory: 616933888, f_measure: 0.5751, kappa: 0.0298, kb_relative_information_score: 7.6564, mean_absolute_error: 0.389, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5674, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.8928, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5287, root_relative_squared_error: 1.1113, scimark_benchmark: 931.9671,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, build_cpu_time: 0.161, build_memory: 968542208, f_measure: 0.5751, kappa: 0.0298, kb_relative_information_score: 7.6564, mean_absolute_error: 0.389, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5674, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.8928, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5287, root_relative_squared_error: 1.1113, scimark_benchmark: 929.9115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, build_cpu_time: 0.231, build_memory: 549448032, f_measure: 0.5751, kappa: 0.0298, kb_relative_information_score: 7.6564, mean_absolute_error: 0.389, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5674, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.8928, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5287, root_relative_squared_error: 1.1113, scimark_benchmark: 940.5101,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, build_cpu_time: 0.165, build_memory: 1904343880, f_measure: 0.5751, kappa: 0.0298, kb_relative_information_score: 7.6564, mean_absolute_error: 0.389, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5674, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.8928, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5287, root_relative_squared_error: 1.1113, scimark_benchmark: 916.3022,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5945, build_cpu_time: 0.155, build_memory: 1033624912, f_measure: 0.5751, kappa: 0.0298, kb_relative_information_score: 7.6564, mean_absolute_error: 0.389, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5674, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.8928, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5287, root_relative_squared_error: 1.1113, scimark_benchmark: 940.9906,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5496, build_cpu_time: 0.006, build_memory: 224663560, f_measure: 0.5566, kappa: -0.0048, kb_relative_information_score: 3.2801, mean_absolute_error: 0.3968, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5478, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.9107, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5492, root_relative_squared_error: 1.1546, scimark_benchmark: 918.7639,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5496, build_cpu_time: 0.006, build_memory: 168621664, f_measure: 0.5566, kappa: -0.0048, kb_relative_information_score: 3.2801, mean_absolute_error: 0.3968, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5478, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.9107, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5492, root_relative_squared_error: 1.1546, scimark_benchmark: 942.573,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5496, build_cpu_time: 0.007, build_memory: 257714040, f_measure: 0.5566, kappa: -0.0048, kb_relative_information_score: 3.2801, mean_absolute_error: 0.3968, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5478, predictive_accuracy: 0.617, prior_entropy: 0.8796, recall: 0.617, relative_absolute_error: 0.9107, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5492, root_relative_squared_error: 1.1546, scimark_benchmark: 932.9956,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5638, build_cpu_time: 0.076, build_memory: 203289608, f_measure: 0.6225, kappa: 0.1424, kb_relative_information_score: 17.0191, mean_absolute_error: 0.342, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6393, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.7848, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5689, root_relative_squared_error: 1.1959, scimark_benchmark: 947.5446,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5675, build_cpu_time: 0.04, build_memory: 2612348368, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 16.0749, mean_absolute_error: 0.3453, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.7924, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5712, root_relative_squared_error: 1.2008, scimark_benchmark: 934.6076,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5665, build_cpu_time: 0.015, build_memory: 3040948384, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 16.7155, mean_absolute_error: 0.3448, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.7914, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5664, root_relative_squared_error: 1.1907, scimark_benchmark: 946.9091,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5761, build_cpu_time: 0.009, build_memory: 1205358048, f_measure: 0.5987, kappa: 0.0837, kb_relative_information_score: 16.0371, mean_absolute_error: 0.347, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5971, predictive_accuracy: 0.6383, prior_entropy: 0.8796, recall: 0.6383, relative_absolute_error: 0.7963, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5671, root_relative_squared_error: 1.1921, scimark_benchmark: 939.084,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5736, build_cpu_time: 0.004, build_memory: 484558472, f_measure: 0.5905, kappa: 0.0677, kb_relative_information_score: 14.6743, mean_absolute_error: 0.351, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5911, predictive_accuracy: 0.6383, prior_entropy: 0.8796, recall: 0.6383, relative_absolute_error: 0.8055, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5671, root_relative_squared_error: 1.1922, scimark_benchmark: 939.084,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5428, build_cpu_time: 0.399, build_memory: 2008483112, f_measure: 0.5961, kappa: 0.0907, kb_relative_information_score: 13.8945, mean_absolute_error: 0.3581, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6178, predictive_accuracy: 0.6596, prior_entropy: 0.8796, recall: 0.6596, relative_absolute_error: 0.8218, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5715, root_relative_squared_error: 1.2014, scimark_benchmark: 943.8094,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.529, build_cpu_time: 0.503, build_memory: 1020615544, f_measure: 0.5981, kappa: 0.0871, kb_relative_information_score: 14.5333, mean_absolute_error: 0.3549, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.605, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8145, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.569, root_relative_squared_error: 1.1963, scimark_benchmark: 945.5885,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.525, build_cpu_time: 0.591, build_memory: 2685993624, f_measure: 0.6145, kappa: 0.1225, kb_relative_information_score: 14.6279, mean_absolute_error: 0.3534, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6237, predictive_accuracy: 0.6596, prior_entropy: 0.8796, recall: 0.6596, relative_absolute_error: 0.8111, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5685, root_relative_squared_error: 1.1951, scimark_benchmark: 872.1114,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6434, build_cpu_time: 0.004, build_memory: 457744264, f_measure: 0.6438, kappa: 0.1856, kb_relative_information_score: 14.6175, mean_absolute_error: 0.3594, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6453, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.8248, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4799, root_relative_squared_error: 1.0089, scimark_benchmark: 941.5201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6404, build_cpu_time: 0.032, build_memory: 75803136, f_measure: 0.5886, kappa: 0.0707, kb_relative_information_score: 12.0367, mean_absolute_error: 0.3705, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.5998, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8502, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.479, root_relative_squared_error: 1.007, scimark_benchmark: 946.5543,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6386, build_cpu_time: 5.089, build_memory: 901681032, f_measure: 0.5922, kappa: 0.0945, kb_relative_information_score: 11.9554, mean_absolute_error: 0.3744, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6418, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.8592, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4746, root_relative_squared_error: 0.9978, scimark_benchmark: 941.3608,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6336, build_cpu_time: 2.423, build_memory: 1247977104, f_measure: 0.5922, kappa: 0.0945, kb_relative_information_score: 12.2358, mean_absolute_error: 0.3733, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6418, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.8568, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4754, root_relative_squared_error: 0.9994, scimark_benchmark: 945.081,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6421, build_cpu_time: 0.857, build_memory: 658737936, f_measure: 0.611, kappa: 0.1318, kb_relative_information_score: 13.0603, mean_absolute_error: 0.3709, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6653, predictive_accuracy: 0.6809, prior_entropy: 0.8796, recall: 0.6809, relative_absolute_error: 0.8511, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4739, root_relative_squared_error: 0.9962, scimark_benchmark: 922.9897,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6391, build_cpu_time: 0.502, build_memory: 1029896808, f_measure: 0.5922, kappa: 0.0945, kb_relative_information_score: 13.1995, mean_absolute_error: 0.3712, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6418, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.8518, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4753, root_relative_squared_error: 0.9992, scimark_benchmark: 920.7382,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6618, build_cpu_time: 0.586, build_memory: 772570248, f_measure: 0.6035, kappa: 0.111, kb_relative_information_score: 14.4664, mean_absolute_error: 0.3653, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6392, predictive_accuracy: 0.6702, prior_entropy: 0.8796, recall: 0.6702, relative_absolute_error: 0.8383, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4612, root_relative_squared_error: 0.9696, scimark_benchmark: 942.4281,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6454, build_cpu_time: 0.005, build_memory: 1076915856, f_measure: 0.6712, kappa: 0.2531, kb_relative_information_score: 23.6967, mean_absolute_error: 0.3205, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.708, predictive_accuracy: 0.7128, prior_entropy: 0.8796, recall: 0.7128, relative_absolute_error: 0.7355, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5021, root_relative_squared_error: 1.0554, scimark_benchmark: 940.6012,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6356, build_cpu_time: 0.006, build_memory: 682095000, f_measure: 0.6385, kappa: 0.1833, kb_relative_information_score: 22.7078, mean_absolute_error: 0.325, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6775, predictive_accuracy: 0.6915, prior_entropy: 0.8796, recall: 0.6915, relative_absolute_error: 0.7459, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.509, root_relative_squared_error: 1.07, scimark_benchmark: 942.4281,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6356, build_cpu_time: 0.005, build_memory: 120395112, f_measure: 0.6385, kappa: 0.1833, kb_relative_information_score: 22.7078, mean_absolute_error: 0.325, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6775, predictive_accuracy: 0.6915, prior_entropy: 0.8796, recall: 0.6915, relative_absolute_error: 0.7459, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.509, root_relative_squared_error: 1.07, scimark_benchmark: 943.443,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6361, build_cpu_time: 0.227, build_memory: 254680216, f_measure: 0.6145, kappa: 0.1225, kb_relative_information_score: 13.0855, mean_absolute_error: 0.3716, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6237, predictive_accuracy: 0.6596, prior_entropy: 0.8796, recall: 0.6596, relative_absolute_error: 0.8528, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4708, root_relative_squared_error: 0.9897, scimark_benchmark: 910.9043,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5688, build_cpu_time: 0.006, build_memory: 1082001936, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 11.3757, mean_absolute_error: 0.3684, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8454, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5938, root_relative_squared_error: 1.2482, scimark_benchmark: 927.7693,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5688, build_cpu_time: 0.005, build_memory: 371346432, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 11.3757, mean_absolute_error: 0.3684, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8454, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5938, root_relative_squared_error: 1.2482, scimark_benchmark: 932.5791,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5688, build_cpu_time: 0.005, build_memory: 817988728, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 11.3757, mean_absolute_error: 0.3684, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8454, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5938, root_relative_squared_error: 1.2482, scimark_benchmark: 937.6369,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5688, build_cpu_time: 0.005, build_memory: 840626480, f_measure: 0.6066, kappa: 0.103, kb_relative_information_score: 11.3757, mean_absolute_error: 0.3684, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6097, predictive_accuracy: 0.6489, prior_entropy: 0.8796, recall: 0.6489, relative_absolute_error: 0.8454, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.5938, root_relative_squared_error: 1.2482, scimark_benchmark: 939.6798,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6724, build_cpu_time: 0.013, build_memory: 433507928, f_measure: 0.6543, kappa: 0.2117, kb_relative_information_score: 21.5475, mean_absolute_error: 0.3388, mean_prior_absolute_error: 0.4357, number_of_instances: 94, precision: 0.6718, predictive_accuracy: 0.6915, prior_entropy: 0.8796, recall: 0.6915, relative_absolute_error: 0.7775, root_mean_prior_squared_error: 0.4757, root_mean_squared_error: 0.4834, root_relative_squared_error: 1.0163, scimark_benchmark: 939.6798,

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

In supervised classification, you are given an input dataset in which instances are labeled with a certain class. The goal is to build a model that predicts the class for future unlabeled instances. The model is evaluated using a train-test procedure, e.g. cross-validation.

To make results by different users comparable, you are given the exact train-test folds to be used, and you need to return at least the predictions generated by your model for each of the test instances. OpenML will use these predictions to calculate a range of evaluation measures on the server.

You can also upload your own evaluation measures, provided that the code for doing so is available from the implementation used. For extremely large datasets, it may be infeasible to upload all predictions. In those cases, you need to compute and provide the evaluations yourself.

Optionally, you can upload the model trained on all the input data. There is no restriction on the file format, but please use a well-known format or PMML.

Given inputs

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
model A file containing the model built on all the input data. File (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