Given a set S of n points in $${{\mathbb {R}}}^d$$ , a k-set is a subset of k points of S that can be strictly separated by a hyperplane from the remaining $$n-k$$ points. Similarly, one may consider k-facets, which are hyperplanes that pass through d points of S and have k points on one side. A notorious open problem is to determine the asymptotics of the maximum number of k-sets. In this paper we study a variation on the k-set/k-facet problem with hyperplanes replaced by algebraic surfaces. In stark contrast to the original k-set/k-facet problem, there are some natural families of algebraic curves for which the number of k-facets can be counted exactly. For example, we show that the number of halving conic sections for any set of $$2n+5$$ points in general position in the plane is $$2\left( {\begin{array}{c}n+2\\ 2\end{array}}\right) ^2$$ . To understand the limits of our argument we study a class of maps we call generally neighborly embeddings, which map generic point sets into neighborly position. Additionally, we give a simple argument which improves the best known bound on the number of k-sets/k-facets for point sets in convex position.
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