Mixed-Effect Time-Varying Network Model and Application in Brain Connectivity Analysis
混合效应时变网络模型及其在脑连接分析中的应用
Time-varying networks are fast emerging in a wide range of scientific and business applications. Most existing dynamic network models are limited to a single-subject and discrete-time setting. In this article, we propose a mixed-effect network model that characterizes the continuous time-varying behavior of the network at the population level, meanwhile taking into account both the individual subject variability as well as the prior module information. We develop a multistep…