{"title":"点集合中的深度聚类","authors":"Stefan Langerman, Marcelo Mydlarz, Emo Welzl","doi":"10.1007/s00454-023-00612-y","DOIUrl":null,"url":null,"abstract":"<p>Let <span>\\(n \\in \\mathbb {N}\\)</span> and <span>\\(k \\in \\mathbb {N}_0\\)</span>. Given a set <i>P</i> of <i>n</i> points in the plane, a pair <span>\\(\\{p,q\\}\\)</span> of points in <i>P</i> is called <i>k</i>-<i>deep</i>, if there are at least <i>k</i> points from <i>P</i> strictly on each side of the line spanned by <i>p</i> and <i>q</i>. A <i>k</i>-<i>deep clique</i> is a subset of <i>P</i> with all its pairs <i>k</i>-<i>deep</i>. We show that if <i>P</i> is in general position (i.e., no three points on a line), there is a <i>k</i>-deep clique of size at least <span>\\( \\max \\{1,\\lfloor \\frac{n}{k+1} \\rfloor \\}\\)</span>; this is tight, for example in convex position. A <i>k</i>-deep clique in any set <i>P</i> of <i>n</i> points cannot have size exceeding <span>\\(n-\\lceil \\frac{3k}{2} \\rceil \\)</span>; this is tight for <span>\\(k \\le \\frac{n}{3}\\)</span>. Moreover, for <span>\\(k \\le \\lfloor \\frac{n}{2} \\rfloor - 1\\)</span>, a <i>k</i>-deep clique cannot have size exceeding <span>\\(2\\sqrt{n(\\lfloor \\frac{n}{2} \\rfloor -k)}\\)</span>; this is tight within a constant factor. We also pay special attention to <span>\\((\\frac{n}{2}-1)\\)</span>-deep cliques (for <i>n</i> even), which are called <i>halving cliques</i>. These have been considered in the literature by Khovanova and Yang, 2012, and they play a role in the latter bound above. Every set <i>P</i> in general position with a halving clique <i>Q</i> of size <i>m</i> must have at least <span>\\(\\lfloor \\frac{(m-1)(m+3)}{2}\\rfloor \\)</span> points. If <i>Q</i> is in convex position, the set <i>P</i> must have size at least <span>\\(m(m-1)\\)</span>. This is tight, i.e., there are sets <span>\\(Q_m\\)</span> of <i>m</i> points in convex position which can be extended to a set of <span>\\(m(m-1)\\)</span> points where <span>\\(Q_m\\)</span> is a halving clique. Interestingly, this is not the case for all sets <i>Q</i> in convex position (even if parallel connecting lines among point pairs in <i>Q</i> are excluded).</p>","PeriodicalId":50574,"journal":{"name":"Discrete & Computational Geometry","volume":"16 1","pages":""},"PeriodicalIF":0.6000,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Deep Cliques in Point Sets\",\"authors\":\"Stefan Langerman, Marcelo Mydlarz, Emo Welzl\",\"doi\":\"10.1007/s00454-023-00612-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Let <span>\\\\(n \\\\in \\\\mathbb {N}\\\\)</span> and <span>\\\\(k \\\\in \\\\mathbb {N}_0\\\\)</span>. Given a set <i>P</i> of <i>n</i> points in the plane, a pair <span>\\\\(\\\\{p,q\\\\}\\\\)</span> of points in <i>P</i> is called <i>k</i>-<i>deep</i>, if there are at least <i>k</i> points from <i>P</i> strictly on each side of the line spanned by <i>p</i> and <i>q</i>. A <i>k</i>-<i>deep clique</i> is a subset of <i>P</i> with all its pairs <i>k</i>-<i>deep</i>. We show that if <i>P</i> is in general position (i.e., no three points on a line), there is a <i>k</i>-deep clique of size at least <span>\\\\( \\\\max \\\\{1,\\\\lfloor \\\\frac{n}{k+1} \\\\rfloor \\\\}\\\\)</span>; this is tight, for example in convex position. A <i>k</i>-deep clique in any set <i>P</i> of <i>n</i> points cannot have size exceeding <span>\\\\(n-\\\\lceil \\\\frac{3k}{2} \\\\rceil \\\\)</span>; this is tight for <span>\\\\(k \\\\le \\\\frac{n}{3}\\\\)</span>. Moreover, for <span>\\\\(k \\\\le \\\\lfloor \\\\frac{n}{2} \\\\rfloor - 1\\\\)</span>, a <i>k</i>-deep clique cannot have size exceeding <span>\\\\(2\\\\sqrt{n(\\\\lfloor \\\\frac{n}{2} \\\\rfloor -k)}\\\\)</span>; this is tight within a constant factor. We also pay special attention to <span>\\\\((\\\\frac{n}{2}-1)\\\\)</span>-deep cliques (for <i>n</i> even), which are called <i>halving cliques</i>. These have been considered in the literature by Khovanova and Yang, 2012, and they play a role in the latter bound above. Every set <i>P</i> in general position with a halving clique <i>Q</i> of size <i>m</i> must have at least <span>\\\\(\\\\lfloor \\\\frac{(m-1)(m+3)}{2}\\\\rfloor \\\\)</span> points. If <i>Q</i> is in convex position, the set <i>P</i> must have size at least <span>\\\\(m(m-1)\\\\)</span>. This is tight, i.e., there are sets <span>\\\\(Q_m\\\\)</span> of <i>m</i> points in convex position which can be extended to a set of <span>\\\\(m(m-1)\\\\)</span> points where <span>\\\\(Q_m\\\\)</span> is a halving clique. Interestingly, this is not the case for all sets <i>Q</i> in convex position (even if parallel connecting lines among point pairs in <i>Q</i> are excluded).</p>\",\"PeriodicalId\":50574,\"journal\":{\"name\":\"Discrete & Computational Geometry\",\"volume\":\"16 1\",\"pages\":\"\"},\"PeriodicalIF\":0.6000,\"publicationDate\":\"2023-12-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Discrete & Computational Geometry\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1007/s00454-023-00612-y\",\"RegionNum\":3,\"RegionCategory\":\"数学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"COMPUTER SCIENCE, THEORY & METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Discrete & Computational Geometry","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1007/s00454-023-00612-y","RegionNum":3,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, THEORY & METHODS","Score":null,"Total":0}
引用次数: 0
摘要
让 \(n \in \mathbb {N}\) 和 \(k \in \mathbb {N}_0\).给定平面中由 n 个点组成的集合 P,如果 P 中至少有 k 个点严格地位于 p 和 q 所跨直线的两侧,那么 P 中的一对点 \(\{p,q\}/)称为 k 深度。我们证明,如果 P 处于一般位置(即没有三个点在一条直线上),那么至少有一个大小为 \( \max \{1,\lfloor \frac{n}{k+1} \rfloor \})的 k 深度小群;这是紧密的,例如在凸位置中。在任何由 n 个点组成的集合 P 中,一个深度为 k 的小集团的大小不能超过 \(n-\lceil \frac{3k}{2} \rceil \);这对于 \(k \le \frac{n}{3}\) 是紧密的。此外,对于 (k \le \lfloor \frac{n}{2} \rfloor -1),一个 k 深的小集团的大小不能超过 (2(sqrt{n(\lfloor \frac{n}{2} \rfloor -k)});这在一个常数因子内是紧密的。我们还特别关注 \((\frac{n}{2}-1)\)-deep cliques(对于偶数 n),它们被称为减半 cliques。Khovanova 和 Yang 在 2012 年的文献中考虑了这些问题,它们在上述后一约束中发挥了作用。在一般位置中,每个具有大小为 m 的减半小群 Q 的集合 P 必须至少有 \(\lfloor \frac{(m-1)(m+3)}{2}\rfloor \) 个点。如果 Q 处于凸位置,那么集合 P 的大小必须至少是 \(m(m-1)\)。这是很严格的,也就是说,有 m 个凸位置点的集\(Q_m\) 可以扩展为一个由 \(m(m-1)\) 个点组成的集,其中 \(Q_m\) 是一个减半小块。有趣的是,这并不是所有凸位置集合 Q 的情况(即使排除了 Q 中点对之间的平行连线)。
Let \(n \in \mathbb {N}\) and \(k \in \mathbb {N}_0\). Given a set P of n points in the plane, a pair \(\{p,q\}\) of points in P is called k-deep, if there are at least k points from P strictly on each side of the line spanned by p and q. A k-deep clique is a subset of P with all its pairs k-deep. We show that if P is in general position (i.e., no three points on a line), there is a k-deep clique of size at least \( \max \{1,\lfloor \frac{n}{k+1} \rfloor \}\); this is tight, for example in convex position. A k-deep clique in any set P of n points cannot have size exceeding \(n-\lceil \frac{3k}{2} \rceil \); this is tight for \(k \le \frac{n}{3}\). Moreover, for \(k \le \lfloor \frac{n}{2} \rfloor - 1\), a k-deep clique cannot have size exceeding \(2\sqrt{n(\lfloor \frac{n}{2} \rfloor -k)}\); this is tight within a constant factor. We also pay special attention to \((\frac{n}{2}-1)\)-deep cliques (for n even), which are called halving cliques. These have been considered in the literature by Khovanova and Yang, 2012, and they play a role in the latter bound above. Every set P in general position with a halving clique Q of size m must have at least \(\lfloor \frac{(m-1)(m+3)}{2}\rfloor \) points. If Q is in convex position, the set P must have size at least \(m(m-1)\). This is tight, i.e., there are sets \(Q_m\) of m points in convex position which can be extended to a set of \(m(m-1)\) points where \(Q_m\) is a halving clique. Interestingly, this is not the case for all sets Q in convex position (even if parallel connecting lines among point pairs in Q are excluded).
期刊介绍:
Discrete & Computational Geometry (DCG) is an international journal of mathematics and computer science, covering a broad range of topics in which geometry plays a fundamental role. It publishes papers on such topics as configurations and arrangements, spatial subdivision, packing, covering, and tiling, geometric complexity, polytopes, point location, geometric probability, geometric range searching, combinatorial and computational topology, probabilistic techniques in computational geometry, geometric graphs, geometry of numbers, and motion planning.