论文标题
通过步行等效性,可以保留图形修改和特征向量的特性
Cospectrality preserving graph modifications and eigenvector properties via walk equivalence of vertices
论文作者
论文摘要
源自光谱图理论,环境是对交换对称性的有力概括,可以应用于所有实价对称矩阵。如果基本的加权邻接矩阵$ m $符合$ [m^k] _ {u,u} = [m^k] _ {m^k] _ {m^k] _ {m^k] _ {m^k] _ {m^k] _ {m^k]被选为$ u $和$ v $的明确均等。我们在这里表明,具有共光顶点的矩阵的力量会在其特征向量上引起进一步的局部关系,并且还可以用于设计保留修改的合作光谱。为此,我们介绍了\ emph {walk等价}的概念,相对于\ emph {walk multiplets},这是图形的特殊顶点子集。步行多重点可以在保留此圆锥形的同时,可以对图形进行系统和灵活的修改。一组修改包括对顶点和边缘的添加和去除,以便可以改变图形的基础拓扑。特别是,我们证明,通过合适的连接权重连接到步行倍数的任何新顶点都将成为所谓的无限制替代点(USP),这意味着任何任意图可以连接到它而不会破坏coseppectrality。同样,显示图中的步行多重组之间的合适互连显示可以保留相关的合适性。重要的是,我们证明了COSEPTRAL顶点$ u的步行等效性,V $在每个特征向量$ ϕ $ corceying $ ϕ_ {u} = \ pm ϕ_ {v} \ ne 0 $上施加了局部结构(在degeneracies的情况下,需要特定的特征选择)。我们的工作为在类似于通用复杂网络的系统的设计中灵活利用隐藏的结构对称性铺平了道路。
Originating from spectral graph theory, cospectrality is a powerful generalization of exchange symmetry and can be applied to all real-valued symmetric matrices. Two vertices of an undirected graph with real edge weights are cospectral iff the underlying weighted adjacency matrix $M$ fulfills $[M^k]_{u,u} = [M^k]_{v,v}$ for all non-negative integer $k$, and as a result any eigenvector $ϕ$ of $M$ has (or, in the presence of degeneracies, can be chosen to have) definite parity on $u$ and $v$. We here show that the powers of a matrix with cospectral vertices induce further local relations on its eigenvectors, and also can be used to design cospectrality preserving modifications. To this end, we introduce the concept of \emph{walk equivalence} of cospectral vertices with respect to \emph{walk multiplets} which are special vertex subsets of a graph. Walk multiplets allow for systematic and flexible modifications of a graph with a given cospectral pair while preserving this cospectrality. The set of modifications includes the addition and removal of both vertices and edges, such that the underlying topology of the graph can be altered. In particular, we prove that any new vertex connected to a walk multiplet by suitable connection weights becomes a so-called unrestricted substitution point (USP), meaning that any arbitrary graph may be connected to it without breaking cospectrality. Also, suitable interconnections between walk multiplets within a graph are shown to preserve the associated cospectrality. Importantly, we demonstrate that the walk equivalence of cospectral vertices $u,v$ imposes a local structure on every eigenvector $ϕ$ obeying $ϕ_{u} = \pm ϕ_{v} \ne 0$ (in the case of degeneracies, a specific choice of the eigenvector basis is needed). Our work paves the way for flexibly exploiting hidden structural symmetries in the design of generic complex network-like systems.