Publication On Matrix Optimization (SDP and Nearest Correlation Matrix)
- H.-D. Qi and D.F. Sun
An Augmented Lagrangian Dual Approach for the $H$-Weighted Nearest Correlation Matrix Problem
Report, March 2008. To appear in: IMA J. Numerical Analysis.
- H.-D. Qi and
D.F. Sun
Correlation stress testing for value-at-risk: an unconstrained convex optimization approach
Computational Optimization and Applications, vol 45 (2010), 427--462.
- H.-D. Qi
Positive Semidefinite Matrix Completions on Chordal Graphs and Constraint Nondegeneracy in
Semidefinite Programming
Linear Algebra and Its Applications, Vol 430 (2009), 1151--1164.
- H.-D. Qi
Local duality of nonlinear semidefinite programming
Mathematics of Operations Research 34(1), (2009), 124--141.
- H.-D. Qi, Z. Xia, and G. Xing
An application of the nearest correlation matrix on Web document classification
Journal of Industrial Mathematics and Optimization, vol. 3, pp. 701--713, 2007
- H.-D. Qi and
D. Sun
A quadratically convergent Newton method for computing the nearest correlation matrix
SIAM J. Matrix Analysis and Application vol 28 (2), pp. 360--385, 2006.
- X. Chen and H.-D. Qi
Cartesian P-property and its applications to the semidefinite linear
complementarity problem
Math. Programming, 2006 (106), pp. 177--201.
- X. Chen,
H.-D. Qi, L. Qi and K.-L. Teo
Smooth convex approximation to the maximum eigenvalue function
J. of Global Optimization, 30 (2004), pp. 253--270.
- H.-D. Qi and X.Q Yang
Semismoothness of spectral functions
SIAM J. Matrix Anal. Appl. 25 (2004), 784--803.
- X. Chen, H.-D. Qi, and
P. Tseng
Analysis of nonsmooth symmetric-matrix functions with applications to
semidefinite complementarity problems
SIAM J. Optimization 13 (2003), pp. 960--985.