← Search

Zhaojun Bai

2 accepted papers

2023

Scalable Spectral Clustering with Group Fairness Constraints

AISTATS 2023poster

There are synergies of research interests and industrial efforts in modeling fairness and correcting algorithmic bias in machine learning. In this paper, we present a scalable algorithm for spectral clustering (SC) with group fairness constraints. Group fairness is also known as statistical parity w…

2017

Robust and Efficient Computation of Eigenvectors in a Generalized Spectral Method for Constrained Clustering

AISTATS 2017poster

FAST-GE is a generalized spectral method for constrained clustering [Cucuringu et al., AISTATS 2016]. It incorporates the must-link and cannot-link constraints into two Laplacian matrices and then minimizes a Rayleigh quotient via solving a generalized eigenproblem, and is considered to be simple an…

Cited by 16SourcePDFScholar