Dynamic Bi-Colored Graph Partitioning

Yanbin He, M. Coutiño, E. Isufi, G. Leus
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Abstract

In this work, we focus on partitioning dynamic graphs with two types of nodes (bi-colored), though not necessarily bipartite graphs. They commonly appear in communication network applications, e.g., one color being base stations, the other users, and the dynamic process being the varying connection status between base stations and moving users. We introduce a partition cost function that incorporates the coloring of the graph and propose solutions based on the generalized eigenvalue problem (GEVP) for the static two-way partition problem. The static multi-way partition problem is then handled by a heuristic based on the two-way partition problem. Regarding the adaptive partition, an eigenvector update-based method is proposed. Numerical experiments demonstrate the performance of the devised approaches.
动态双色图划分
在这项工作中,我们专注于用两种类型的节点(双色)划分动态图,尽管不一定是二部图。它们通常出现在通信网络应用中,例如一种颜色是基站,另一种是用户,动态过程是基站与移动用户之间连接状态的变化。我们引入了一个包含图着色的分割代价函数,并基于广义特征值问题(GEVP)提出了静态双向分割问题的解。然后在双向分区问题的基础上用启发式算法处理静态多路分区问题。针对自适应分割,提出了一种基于特征向量更新的自适应分割方法。数值实验证明了所设计方法的有效性。
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