Conditioning diffusions with respect to incomplete observations

STATISTICAL INFERENCE FOR STOCHASTIC PROCESSES(2023)

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摘要
In this paper, we prove a result of equivalence in law between a diffusion conditioned with respect to partial observations and an auxiliary process. By partial observations we mean coordinates (or linear transformation) of the process at a finite collection of deterministic times. Apart from the theoretical interest, this result allows to simulate the conditional diffusion through Monte Carlo methods, using the fact that the auxiliary process is easy to simulate.
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关键词
Conditioned diffusion,Bridge processes,Incomplete observations,Simulation
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