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Exact simulation of the jump times of a class of Piecewise Deterministic Markov Processes
Vincent Lemaire, Michèle Thieullen, Nicolas Thomas

Exact simulation of the jump times of a class of Piecewise Deterministic Markov Processes

Science & Mathematics Published 2017 Verification Pending

Overview & Synopsis

In this paper, we are interested in the exact simulation of a class of Piecewise Deterministic Markov Processes (PDMP). We show how to perform efficient thinning algorithms depending on the jump rate bound. For different types of jump rate bounds, we compare theoretically the mean number of generated (total) jump times and we compare numerically the simulation times. We use thinning algorithms on Hodgkin-Huxley models with Markovian ion channels dynamic to illustrate the results.

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Document Information

Document Title Exact simulation of the jump times of a class of Piecewise Deterministic Markov Processes
Author / Organization Vincent Lemaire, Michèle Thieullen, Nicolas Thomas
Subject & Discipline Multidisciplinary Academic Open Research
Categories Science & Mathematics
Publication Year 2017
License / Rights Open Access / Creative Commons
Resource Verification Listed PDF (Verification Pending)
Original Host Website HAL Open Science (hal.science)
File Format application/pdf (Portable Document Format)
Language EN
Catalog ID DOC-151241
Original Source Link Visit Source Page on hal.science »