{"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":0,"journal":{"name":"","volume":null,"pages":null},"PeriodicalIF":0.0,"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\":0,\"journal\":{\"name\":\"\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0,\"publicationDate\":\"2023-12-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1007/s00454-023-00612-y\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1007/s00454-023-00612-y","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","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).