Algorithmic Fairness in Clustering: A Study in Replication

Dataset

A download link to our sanitized version of the High School Longitudinal Study of 2009 dataset, which we analyzed using our clustering implementations. Information about the original dataset can be found here.

Implementations

Our github repository containing all of the code we developed for the project. This includes each of our clustering implementations, our cluster breakdown programs, and our website.

Paper

The final paper detailing the process and results of our project.

Results

Data visualizations representing the results from running our clustering implementations on the dataset. Figure explanations and analysis are included in the paper.

• Sample clustering for basic k-means
• Sample clustering for k++
• Comparison between fair and unfair clustering

Posters

PDF links to each of our comps posters.

• Sophie
• Avery
• Victor
• Jeremiah
• Armira
• Muno
• Brie

Project Overview

An information page about the broad details of the Fairness in Clustering comps assignment.