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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.
