复杂网络上传播过程的源估计及其在公共交通系统延误中的应用

Source Estimation for Propagation Processes on Complex Networks With an Application to Delays in Public Transportation Systems

Journal of the Royal Statistical Society. Series C: Applied Statistics · 2016
被引 17
ABS 3

中文导读

研究了复杂网络上传播过程的源估计问题,提出了有效距离中位数和回溯两种方法,并在德国铁路系统的延误传播中验证了其性能。

Abstract

Summary The correct identification of the source of a propagation process is crucial in many research fields. As a specific application, we consider source estimation of delays in public transportation networks. We propose two approaches: an effective distance median and a backtracking method. The former is based on a structurally generic effective distance-based approach for the identification of infectious disease origins, and the latter is specifically designed for delay propagation. We examine the performance of both methods in simulation studies and in an application to the German railway system, and we compare the results with those of a centrality-based approach for source detection.

复杂网络传播过程源估计公共交通延误传播