13 datasets found

Tags: fairness

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  • UCI Adult Census

    The UCI Adult Census dataset was extracted from the 1994 Census bureau database, gathering 32,561 instances represented by 9 features such as age, education and occupation. The...
  • Medical Expenditure

    The dataset contains medical information of various patients collected for research purposes. The race attribute is considered for fairness.
  • Fairness definitions explained

    A framework for defining fairness in machine learning.
  • Decision-Making Program

    The dataset used in the paper is a decision-making program that takes as input a vector of attributes and decides whether to hire or not.
  • Population Model

    The dataset used in the paper is a population model that describes a simple model of the population. It includes attributes such as ethnicity, college ranking, and years of...
  • A Transformer-Based Deep Learning Approach for Fairly Predicting Post-Liver T...

    Liver transplantation is a life-saving procedure for patients with end-stage liver disease. There are two main challenges in liver transplant: finding the best matching patient...
  • Population-Based Interference Scheme

    The dataset used in the paper is a population-based interference scheme, where the population is composed of individuals with different strategies (HH, HL, LH, LL) and the goal...
  • A Step Toward More Inclusive People Annotations for Fairness

    The dataset is used for evaluating the fairness of people annotations.
  • News dataset

    The dataset used in the paper is a semi-synthetic news dataset, which simulates a dynamic ranking problem on a set of news articles belonging to two groups (left-leaning and...
  • Movie dataset

    The Movie dataset is a graph dataset constructed from the Movielens-2k dataset. The Movielens-2k dataset contains movies information such as actors, genres, and tags...
  • 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...
  • 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.
  • 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.
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