Mt. Chu et al., RANK MODIFICATIONS OF SEMIDEFINITE MATRICES ASSOCIATED WITH A SECANT UPDATE FORMULA, SIAM journal on matrix analysis and applications (Print), 20(2), 1998, pp. 428-436
This paper analyzes rank modification of symmetric positive definite m
atrices H of the form H - M + P, where H - M denotes a step of reducin
g H to a lower-rank, symmetric and positive semidefinite matrix and (H
- M) + P denotes a step of restoring H - M to a symmetric positive de
finite matrix. These steps and their generalizations for rectangular m
atrices are fully characterized. The well-known BFGS and DFP updates u
sed in Hessian and inverse Hessian approximations provided the motivat
ion for the generalizations and are special cases with H and P having
rank one.