Cramer-Rao Bound for the Time-Varying Poisson

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)（2022）

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摘要

Point processes are finding increasing applications in neuroscience, genomics, and social media. But basic modelling properties are little studied. Here we consider a periodic time-varying Poisson model and develop the asymptotic Cramer-Rao bound. We also develop, for the first time, a maximum likelihood algorithm for parameter estimation.

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关键词

Point process,Cramer-Rao bound,asymptotic rate,periodic intensity,MLE

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