taiwanese_bankruptcy_prediction

This dataset was curated for [TabArena](https://tabarena.ai/) by the TabArena team as part of the [TabArena Tabular ML IID Study](https://tabarena.ai/data-tabular-ml-iid-study). For more details on the study, see our [paper](https://tabarena.ai/paper-tabular-ml-iid-study). **Dataset Focus**: This dataset shall be used for evaluating predictive machine learning models for independent and identically distributed tabular data. The intended task is classification. --- #### Dataset Metadata - **Licence:** CC BY 4.0 - **Original Data Source:** https://doi.org/10.24432/C5004D - **Reference (please cite)**: Liang, Deron, et al. 'Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study.' European journal of operational research 252.2 (2016): 561-572. https://doi.org/10.1016/j.ejor.2016.01.012 - **Dataset Year:** 2009 - **Dataset Description:** see the reference and the original data source for details. #### Curation comments by the TabArena team (for code see the [page of the study](https://tabarena.ai/data-tabular-ml-iid-study)): - We rename the features to be shorter and have no special characters. - We drop the constant column "Net_Income_Flag". - Anomaly: the paper introducing the dataset has more features, but these do not seem to be in the dataset. - Anomaly: the data is temporal but all features are time-invariant. This might still have a latent, non-verifiable temporal component, which we ignore for our predictive IID task.