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Efficient Estimation of One-Dimensional Diffusion First Passage Time Densities via Monte Carlo Simulation
| Content Provider | Scilit |
|---|---|
| Author | Ichiba, Tomoyuki Kardaras, Constantinos |
| Copyright Year | 2011 |
| Description | We propose a method for estimating first passage time densities of one-dimensional diffusions via Monte Carlo simulation. Our approach involves a representation of the first passage time density as the expectation of a functional of the three-dimensional Brownian bridge. As the latter process can be simulated exactly, our method leads to almost unbiased estimators. Furthermore, since the density is estimated directly, a convergence of order 1 / √N, where N is the sample size, is achieved, which is in sharp contrast to the slower nonparametric rates achieved by kernel smoothing of cumulative distribution functions. |
| Related Links | https://www.cambridge.org/core/services/aop-cambridge-core/content/view/444BD6816C6B872BFE69118FC3677979/S0021900200008251a.pdf/div-class-title-efficient-estimation-of-one-dimensional-diffusion-first-passage-time-densities-via-monte-carlo-simulation-div.pdf |
| Ending Page | 712 |
| Page Count | 14 |
| Starting Page | 699 |
| ISSN | 00219002 |
| e-ISSN | 14756072 |
| DOI | 10.1017/s0021900200008251 |
| Journal | Journal of applied probability |
| Issue Number | 03 |
| Volume Number | 48 |
| Language | English |
| Publisher | Cambridge University Press (CUP) |
| Publisher Date | 2011-09-01 |
| Access Restriction | Open |
| Subject Keyword | Journal of applied probability Statistics and Probability First Passage Time Monte Carlo Density Estimation dimensional Diffusion dimensional Brownian Bridge Rate Function |
| Content Type | Text |
| Resource Type | Article |
| Subject | Statistics and Probability Statistics, Probability and Uncertainty |