tding1 / DPCP-Holistic

Code of paper “Dual Principal Component Pursuit for Robust Subspace Learning:Theory and Algorithms for a Holistic Approach”, ICML 2021

This code has been tested to run in MATLAB R2018b. In the folder:

• demo.m provides quick examples of running different methods and reports their results.

• plot_rsgm_vary_beta.m produces Figure 3 (a)-(b) in the paper.

• plot_rsgm_vary_d.m produces Figure 3 (c)-(d) in the paper.

• plot_rsgm_vary_r.m plots the convergence results of RSGM with varying outlier ratio.

• syn_exp.m provides examples of generating Figure 4 in the paper.