Point set stratification and Delaunay depth
نویسندگان
چکیده
In the study of depth functions it is important to decide whether we want such a function to be sensitive to multimodality or not. In this paper we analyze the Delaunay depth function, which is sensitive to multimodality and compare this depth with others, as convex depth and location depth. We study the stratification that Delaunay depth induces in the point set (layers) and in the whole plane (levels), and we develop an algorithm for computing the Delaunay depth contours, associated to a point set in the plane, with running time O(n log n). The depth of a query point p with respect to a data set S in the plane is the depth of p in S ∪ {p}. When S and p are given in the input the Delaunay depth can be computed in O(n log n), and we prove that this value is optimal.
منابع مشابه
ar X iv : c s . C G / 0 50 50 17 v 1 8 M ay 2 00 5 Point set stratification and Delaunay depth . ∗
In the study of depth functions it is important to decide whether we want such a function to be sensitive to multimodality or not. In this paper we analyze the Delaunay depth function, which is sensitive to multimodality and compare this depth with others, as convex depth and location depth. We study the stratification that Delaunay depth induces in the point set (layers) and in the whole plane...
متن کاملDEpthLAUNAY
This paper describes the software DEpthLAUNAY. The main goal of the application is to compute Delaunay depth layers and levels of a planar point set [ACH]. Some other geometric structures can be computed as well (convex hull, convex layers and levels, Voronoi diagram and Voronoi levels, Delaunay triangulation, Delaunay empty circles, etc.) The application has been developed using CGAL [CGAL].
متن کاملData Graph Formulation as the Minimum-Weight Maximum-Entropy Problem
Consider a point-set coming from an object which was sampled using a digital sensor (depth range, camera, etc). We are interested in finding a graph that would represent that point-set according to some properties. Such a representation would allow us to match two objects (graphs) by exploiting topological properties instead of solely relying on geometrical properties. The Delaunay triangulatio...
متن کاملUsing bistellar flips for rotations in point location structures
Point location in dynamic Delaunay triangulations is a problem that as yet has no elegant solution. Current approaches either only give guarantees against a weakened adversary, or require superlinear space. In this paper we propose that we should seek intuition from balanced binary search trees, where rotations are used to maintain a shallow worst-case depth. We describe a (well-known) data str...
متن کاملFast Delaunay-triangulated Importance-sampled Point Sets
In this paper, we propose a novel method to generate Delaunay-triangulated point sets from a given density function in 2D. In order to accomplish this, we employ a Penrose-tiling-based importance-sampling strategy, which not only provides a good sampling point pattern with a local blue-noise distribution, but also provides a balanced base geometric structure from which we can efficiently derive...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Computational Statistics & Data Analysis
دوره 51 شماره
صفحات -
تاریخ انتشار 2007