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  A Probabilistic Approach to Reducing the Algebraic Complexity of Computing Delaunay Triangulations

Boissonnat, J.-D., Dyer, R., & Ghosh, A. (2015). A Probabilistic Approach to Reducing the Algebraic Complexity of Computing Delaunay Triangulations. Retrieved from http://arxiv.org/abs/1505.05454.

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資料種別: 成果報告書
LaTeX : A Probabilistic Approach to Reducing the Algebraic Complexity of Computing {Delaunay} Triangulations

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arXiv:1505.05454.pdf (プレプリント), 2MB
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https://hdl.handle.net/11858/00-001M-0000-0028-6696-C
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arXiv:1505.05454.pdf
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File downloaded from arXiv at 2015-09-24 13:13
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 作成者:
Boissonnat, Jean-Daniel1, 著者
Dyer, Ramsay1, 著者
Ghosh, Arijit2, 著者           
所属:
1External Organizations, ou_persistent22              
2Algorithms and Complexity, MPI for Informatics, Max Planck Society, ou_24019              

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キーワード: Computer Science, Computational Geometry, cs.CG,
 要旨: Computing Delaunay triangulations in $\mathbb{R}^d$ involves evaluating the so-called in\_sphere predicate that determines if a point $x$ lies inside, on or outside the sphere circumscribing $d+1$ points $p_0,\ldots ,p_d$. This predicate reduces to evaluating the sign of a multivariate polynomial of degree $d+2$ in the coordinates of the points $x, \, p_0,\, \ldots,\, p_d$. Despite much progress on exact geometric computing, the fact that the degree of the polynomial increases with $d$ makes the evaluation of the sign of such a polynomial problematic except in very low dimensions. In this paper, we propose a new approach that is based on the witness complex, a weak form of the Delaunay complex introduced by Carlsson and de Silva. The witness complex $\mathrm{Wit} (L,W)$ is defined from two sets $L$ and $W$ in some metric space $X$: a finite set of points $L$ on which the complex is built, and a set $W$ of witnesses that serves as an approximation of $X$. A fundamental result of de Silva states that $\mathrm{Wit}(L,W)=\mathrm{Del} (L)$ if $W=X=\mathbb{R}^d$. In this paper, we give conditions on $L$ that ensure that the witness complex and the Delaunay triangulation coincide when $W$ is a finite set, and we introduce a new perturbation scheme to compute a perturbed set $L'$ close to $L$ such that $\mathrm{Del} (L')= \mathrm{wit} (L', W)$. Our perturbation algorithm is a geometric application of the Moser-Tardos constructive proof of the Lov\'asz local lemma. The only numerical operations we use are (squared) distance comparisons (i.e., predicates of degree 2). The time-complexity of the algorithm is sublinear in $|W|$. Interestingly, although the algorithm does not compute any measure of simplex quality, a lower bound on the thickness of the output simplices can be guaranteed.

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言語: eng - English
 日付: 2015-05-202015
 出版の状態: オンラインで出版済み
 ページ: 24 pages
 出版情報: -
 目次: -
 査読: -
 識別子(DOI, ISBNなど): arXiv: 1505.05454
URI: http://arxiv.org/abs/1505.05454
BibTex参照ID: Boissonnat_arXiv2015
 学位: -

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