Identifying Representational Biases in Datasets Using PCA: A Max-Disparity Partition Framework

Arjun KM, Shashi Jain

Principal Component Analysis (PCA) minimises aggregate reconstruction error, which can inadvertently represent majority subgroups with substantially higher fidelity than minority s…