Suppose I have an SDP
\begin{align}\min_{X \in \mathbb{S}^{n}_{+}}&\quad f(X)\\\text{s.t.} &\quad X_{i,j} = c_{i,j} \quad \forall (i,j) \in I,\end{align} where $I \subseteq [n] \times [n]$ and $f$ is convex on the set of positive semidefinite matrices. Are there any methods for solving SDPs which are able to simplify the problem by eliminating the constrained variables?