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Suppose I have an abstract polytope defined by a poset. Are there any methods for determining whether the abstract polytope can be geometrically realized as convex-hull on its set of vertices?

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You may be interested in this negative result, which shows the space of realizations of an abstract $4$-polytope may be arbitrarily wild:


Universality4Polytopes
Quote from the Handbook of Discrete and Computational Geometry, 2nd Edition, p.370.

As the link Hugh Thomas provided indicates, Richter-Gebert also proved that determining whether an abstract polytope is realizable is NP-hard for fixed dimensions $d \ge 4$.

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    $\begingroup$ While Joseph O'Rourke is right that the general case is probably tricky, one can do something in more restrictive settings: For $d=3$ Steinitz' theorem tells you if your abstract graph is actually the graph of a convex $3$-polytope. If this is the case you know that your abstract polytope is realizable. For the $d$-dimensional case there exists Friedman's algorithm that allows you to reconstruct a simple polytope from its graph in polynomial time (based on results by Blind & Mani and Kalai). Maybe this can be used to decide if an abstract simple polytope is realizable. $\endgroup$
    – eins6180
    Commented Aug 22, 2014 at 7:17

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