28 datasets found

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  • COMPAS Dataset

    The COMPAS recidivism dataset contains 6,167 samples, and the task is to predict the recidivism of an individual based on criminal history, with the binary protected attribute...

  • Bank Marketing dataset

    The Bank Marketing dataset is a commonly used dataset in the fairness literature, containing information about individuals' demographic and economic characteristics.

  • German dataset

    The dataset used in this paper is the German dataset, which is a real-world UCI Machine Learning dataset extracted from a German bank for default prediction.

  • Adult dataset

    A commonly observed pattern in machine learning models is an underprediction of the target feature, with the model’s predicted target rate for members of a given category...

  • Unknown

    The dataset used in this paper is not explicitly described, but it is mentioned that it contains four DAGs representing well-known exposure-outcome relationships in the medical...

  • Bank Marketing

    The dataset comprises of phone call records of a marketing campaign run by a Portuguese bank. The marital status of the clients is considered feature to ensure fairness.

  • Student Grading System Dataset

    The dataset used in this paper is a student grading system dataset, which contains information about student grades and their performance.

  • Loan Approval Dataset

    The dataset used in the paper is a simulation study for a loan approval case, measuring the financial impact of different choices on the worst-off group.