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Suppose we are given two convex polyhedra $\mathcal{C}_1, \mathcal{C}_2 \subset \mathbb{R}^n$ with non-empty intersection $\mathcal{C}_1 \cap \mathcal{C}_2 \neq \emptyset$.

For the orthogonal projection of a point $x\in \mathbb{R}^n$ onto the intersection $\mathcal{C}_1 \cap \mathcal{C}_2$, we would in general have to solve the quadratic program $$\textrm{argmin}_z ||x - z||_2^2 \; s.t. \; z \in \mathcal{C}_1 \cap \mathcal{C}_2 \; . $$

Now, if we additionally know that the point to be projected is already in one of the sets, say $x \in \mathcal{C}_1$, can one use this information to solve the problem more efficiently compared to solving a full quadratic program?

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    $\begingroup$ Considering the case of two hyperplanes, I do not see many room for improvement. $\endgroup$
    – Dirk
    Commented Apr 14, 2018 at 16:06

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