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Imbalanced dataset for benchmarking

Imbalanced dataset for benchmarking ======================= The different algorithms of the `imbalanced-learn` toolbox are evaluated on a set of common dataset, which are more or less balanced. These benchmark have been proposed in [1]. The following section presents the main charac

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CreatorLemaitre, Guillaume
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Published2016-09-03
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DOI10.5281/zenodo.61452
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Downloads46,605
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Licenseodc-odbl
File Size40.6 MB
Data TypeDataset
Published2016
Licenseodc-odbl
Total Views3,863
Total Downloads46,605

Imbalanced dataset for benchmarking
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The different algorithms of the `imbalanced-learn` toolbox are evaluated on a set of common dataset, which are more or less balanced. These benchmark have been proposed in [1]. The following section presents the main characteristics of this benchmark.

Characteristics
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|ID   |Name                   |Repository & Target                |Ratio |# samples| # features |
|:—:|:———————-:|————————————–|:——:|:————-:|:————–:|
|1    |Ecoli                      |UCI, target: imU                     |8.6:1 |336             |7                 |
|2    |Optical Digits        |UCI, target: 8                         |9.1:1 |5,620           |64               |
|3    |SatImage              |UCI, target: 4                          |9.3:1 |6,435           |36              |
|4    |Pen Digits             |UCI, target: 5                          |9.4:1 |10,992         |16              |
|5    |Abalone                |UCI, target: 7                          |9.7:1 |4,177           |8                |
|6    |Sick Euthyroid      |UCI, target: sick euthyroid     |9.8:1 |3,163 

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Imbalanced dataset for benchmarking (Full Dataset)40.6 MB
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Files are hosted on the source repository. Click download to access the full dataset.

Lemaitre, Guillaume (2016). Imbalanced dataset for benchmarking. https://doi.org/10.5281/zenodo.61452