Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
7379554 | Physica A: Statistical Mechanics and its Applications | 2015 | 9 Pages |
Abstract
Closed solutions to the Fokker-Planck equation with linear and quadratic diffusion terms have been generated. These are applied to forecasting time series to generate a probability distribution for the next point, rather than a single point estimate as in autoregression. The parameters in these models are dynamically estimated from past data. The resulting solutions are compared to a conventional autoregressive approach with encouraging results.
Related Topics
Physical Sciences and Engineering
Mathematics
Mathematical Physics
Authors
Chris Montagnon,