Search Results for author: Zhaojun Bai

Found 4 papers, 1 papers with code

A Bi-level Nonlinear Eigenvector Algorithm for Wasserstein Discriminant Analysis

no code implementations21 Nov 2022 Dong Min Roh, Zhaojun Bai, Ren-cang Li

Much like the classical Fisher linear discriminant analysis (LDA), the recently proposed Wasserstein discriminant analysis (WDA) is a linear dimensionality reduction method that seeks a projection matrix to maximize the dispersion of different data classes and minimize the dispersion of same data classes via a bi-level optimization.

Dimensionality Reduction

Scalable Spectral Clustering with Group Fairness Constraints

1 code implementation28 Oct 2022 Ji Wang, Ding Lu, Ian Davidson, Zhaojun Bai

In this paper, we present a scalable algorithm for spectral clustering (SC) with group fairness constraints.

Clustering Fairness +1

Linear Constrained Rayleigh Quotient Optimization: Theory and Algorithms

no code implementations7 Nov 2019 Yunshen Zhou, Zhaojun Bai, Ren-cang Li

We start by equivalently transforming CRQopt into an optimization problem, called LGopt, of minimizing the Lagrangian multiplier of CRQopt, and then an problem, called QEPmin, of finding the smallest eigenvalue of a quadratic eigenvalue problem.

Constrained Clustering

A Self-consistent-field Iteration for Orthogonal Canonical Correlation Analysis

no code implementations25 Sep 2019 Leihong Zhang, Li Wang, Zhaojun Bai, Ren-cang Li

In this paper, we propose an alternating numerical scheme whose core is the sub-maximization problem in the trace-fractional form with an orthogonal constraint.

Multi-Label Classification

Cannot find the paper you are looking for? You can Submit a new open access paper.