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We consider asymmetric convex intersection testing (ACIT).
Let P subset R^d be a set of n points and H a set of n halfspaces in d dimensions. We denote by {ch(P)} the polytope obtained by taking the convex hull of P, and by {fh(H)} the polytope obtained by taking the intersection of the halfspaces in H. Our goal is to decide whether the intersection of H and the convex hull of P are disjoint. Even though ACIT is a natural variant of classic LP-type problems that have been studied at length in the literature, and despite its applications in the analysis of high-dimensional data sets, it appears that the problem has not been studied before.
We discuss how known approaches can be used to attack the ACIT problem, and we provide a very simple strategy that leads to a deterministic algorithm, linear on n and m, whose running time depends reasonably on the dimension d.
@InProceedings{barba_et_al:OASIcs.SOSA.2019.9,
author = {Barba, Luis and Mulzer, Wolfgang},
title = {{Asymmetric Convex Intersection Testing}},
booktitle = {2nd Symposium on Simplicity in Algorithms (SOSA 2019)},
pages = {9:1--9:14},
series = {Open Access Series in Informatics (OASIcs)},
ISBN = {978-3-95977-099-6},
ISSN = {2190-6807},
year = {2019},
volume = {69},
editor = {Fineman, Jeremy T. and Mitzenmacher, Michael},
publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
address = {Dagstuhl, Germany},
URL = {https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.SOSA.2019.9},
URN = {urn:nbn:de:0030-drops-100358},
doi = {10.4230/OASIcs.SOSA.2019.9},
annote = {Keywords: polytope intersection, LP-type problem, randomized algorithm}
}