Optimization with positive definite constraints

257 Views Asked by At

Suppose I have a function $f$ that is strictly convex on the positive semidefinite sets. I wonder if it is generally possible to minimize $f$ with positive definite constraints?

$$\text{minimize } f(X)$$ $$\text{subject to } X\succ0$$

Any reference books or ideas or tricks are appreciated!