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Optimal Transport Filtering with Particle Reweighing in Finance. (arXiv:1704.07698v1 [math.NA])
来源于:arXiv
We propose an optimal transportation aproach to price European options under
the Stein-Stein stochastic volatility model by using the flow that transports
the set of particles from prior to the posterior distribution. We also propose
to direct the flow to a rarely corners of the state space by using a mutation
and reweighing algorithm. We demonstrate the efficiency of our approach on a
simple example for which the closed form formula is available. This methods
shows the advantage of having low variance and bias and contrasts to other
filtering schemes recently developed in signal-processing literature, including
particle filter technique. 查看全文>>