arXivDaily arXiv每日学术速递 周一至周五更新
arXiv周末暂无论文更新,休息一下吧,周末愉快~~
arXiv 1409.6806math.COcs.DMmath.SP
收藏

图匹配与图同构问题的谱性质

On spectral properties for graph matching and graph isomorphism problems

Marcelo Fiori, Guillermo Sapiro

摘要:

从理论和实践的角度来看,与图匹配和同构相关的问题都非常重要,其应用范围从图像和视频分析到生物和生物医学问题。从计算的角度来看,图匹配问题是具有挑战性的,因此通常使用不同的松弛。虽然常见的松弛技术往往很好地匹配完美同构图,它还没有完全理解的条件下,放松的问题是保证获得正确的答案。本文证明了图匹配问题与其最常见的凸松弛问题(其中置换矩阵的匹配域用其双随机阵的凸包代替)对于一类图是等价的,这种等价性是基于相应的邻接矩阵的谱性质。我们还得到了图的自同构群的一些结果,并给出了图的邻接矩阵的基本谱性质。

英文摘要:

Problems related to graph matching and isomorphisms are very important both from a theoretical and practical perspective, with applications ranging from image and video analysis to biological and biomedical problems. The graph matching problem is challenging from a computational point of view, and therefore different relaxations are commonly used. Although common relaxations techniques tend to work well for matching perfectly isomorphic graphs, it is not yet fully understood under which conditions the relaxed problem is guaranteed to obtain the correct answer. In this paper we prove that the graph matching problem and its most common convex relaxation, where the matching domain of permutation matrices is substituted with its convex hull of doubly-stochastic matrices, are equivalent for a certain class of graphs, such equivalence being based on spectral properties of the corresponding adjacency matrices. We also derive results about the automorphism group of a graph, and provide fundamental spectral properties of the adjacency matrix.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑