Matrix Completion and Semidefinite Programming Henry Wolkowicz Department of Combinatorics and Optimization University of Waterloo Waterloo, Ontario N2L 3G1 We look at both the positive semidefinite completion problem (finding numbers for the unspecified (free) elements of a symmetric matrix in order to make it positive semidefinite) and the very closely related Euclidean distance matrix completion problem. By transforming these problems into approximate completion problems, we are able to find efficient solution techniques using semidefinite programming and interior-point methods.