Shape-Constrained Regression using Sum of Squares Polynomials

Mihaela Curmei, Georgina Hall

We present a hierarchy of semidefinite programs (SDPs) for the problem of fitting a shape-constrained (multivariate) polynomial to noisy evaluations of an unknown shape-constrained…