应6163银河线路检测中心王春程老师的邀请,丹麦哥本哈根大学(University of Copenhagen)Xu
Chuang博士将于近日来访公司并做报告,欢迎感兴趣的师生参加。
时间:2019年12月29日16:00-17:00
地点:格物楼503
Title: Dynamics of continuous time Markov chains with applications to stochastic reaction networks
Abstract:In this talk I will present our recent work on the properties of continuous time Markov chains (CTMCs) on non-negative integer lattices, with particular interest in one-dimensional CTMCs with polynomial transitions rates. Such stochastic processes are abundant in applications, in particular within biology. We study the classification of states for general CTMCs on the non-negative integer lattices, by characterizing the set of absorbing states (similarly, trapping, escaping, positive irreducible components and quasi-irreducible components). For CTMCs on non-negative integers with polynomial transition rates, we provide threshold criteria in terms of easily computable parameters for various dynamical properties such as explosivity, recurrence, transience, positive/null recurrence, implosivity, and existence and non-existence of passage times. In particular, simple sufficient conditions for exponential ergodicity of stationary distributions and quasi-stationary distributions are obtained. Moreover, an identity for stationary measures is established and tail asymptotics for stationary distributions is given. A similar identity as well as asymptotics is derived for quasi-stationary distributions. Finally, we apply our results to stochastic reaction networks. This is a joint work with Mads Christian Hansen and Carsten Wiuf.