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Asymptotic normality for discretely observed Markov jump processes with an absorbing state

机译:具有吸收态的离散观测马氏跳过程的渐近正态性

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摘要

For a continuous-time Markov process, occasionally, only discrete-time observations are available. For a simple sample of homogeneous Markov jump processes with an absorbing state, observed each on a stochastic grid of time points, we establish asymptotic normality of the maximum likelihood estimator and close the gap in Kremer and Wei?bach (2013). By showing that the solution of the Kolmogorov backward equation system is continuous differentiable, we can apply results for M-estimators.
机译:对于连续时间的马尔可夫过程,有时仅提供离散时间的观测值。对于具有吸收状态的均质马尔可夫跳跃过程的简单样本,在随机的时间点网格上观察到的每个样本,我们建立最大似然估计的渐近正态性,并缩小了Kremer和Weibach(2013)的差距。通过证明Kolmogorov向后方程组的解是连续可微的,我们可以将结果应用于M估计。

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