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On Spectral Properties of Graph Coloring, Directed Graphs, and Hypergraphs.

机译:关于图着色,有向图和超图的光谱特性。

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摘要

In this thesis, we study the connections between several characteristics of graphs, including directed graphs, and hypergraphs to the spectra of related matrices.;For graphs, we focus on relating the minimal and maximal eigenvalues of the adjacency matrix, μmin and μmax, to graph coloring. In particular, we generalize several classical results: First, a classical result in spectral graph theory says that a graph is bipartite (i.e., 2-colorable) if and only if μmax = μmin. We give a generalization of this theorem for k-colors. Second, a theorem of Hoffman says that χ(G) ≥ 1 – μ max / μmin where χ(G is the chromatic number. We give a new proof of this theorem using a probabilistic technique and adapt this technique to consider several different variants of graph coloring.;For hypergraphs, we use the eigenvalues of the adjacency matrix for the underlying graph to derive necessary conditions for a 3-uniform hypergraph to be 2-colorable. We further extend this result to 4- and 5- uniform graph by considering variants of the underlying graph.;For directed graphs, we consider discrepancy. Loosely speaking, the discrepancy of a graph is the difference between the actual number of edges between two sets and the “expected'' number of edges between them. We establish three new types of discrepancy using a random walk process on the graph, some unique to directed graphs. Using techniques established by Bilu and Linial we show that these three types of discrepancy are tightly bounded, to within a logarithmic factor, of the extremal eigenvalues of various matrices associated with the directed graph.
机译:在本文中,我们研究了图的几个特征(包括有向图和超图)与相关矩阵的光谱之间的联系。;对于图,我们着重于将邻接矩阵的最小和最大特征值μmin和μmax与图形着色。特别是,我们概括了几个经典结果:首先,光谱图论中的经典结果表明,当且仅当μmax=μmin时,图是二分图(即2色)。我们对此定理进行了推广。其次,霍夫曼定理说χ(G)≥1 –μmax /μmin其中χ(G是色数。我们使用概率技术给出了该定理的新证明,并使该技术考虑了以下几种不同的对于超图,我们使用基础图的邻接矩阵的特征值来得出3均匀超图为2色的必要条件,并通过考虑将其进一步扩展为4和5均匀图对于有向图,我们考虑差异,松散地说,图的差异是两个集合之间的实际边数与它们之间的“预期”边数之差,我们建立了三个通过使用图上的随机游走过程(一种有向图特有的新类型),使用Bilu和Linial建立的技术,我们证明了这三种类型的差异在一个对数因子内紧密相关与有向图相关的各种矩阵的极值特征值。

著录项

  • 作者单位

    University of California, San Diego.;

  • 授予单位 University of California, San Diego.;
  • 学科 Mathematics.
  • 学位 Ph.D.
  • 年度 2013
  • 页码 85 p.
  • 总页数 85
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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