Efficient Learning of the Parameters of Non-Linear Models using Differentiable Resampling in Particle Filters

Conor Rosato, Vincent Beraud, Paul Horridge +2

It has been widely documented that the sampling and resampling steps in particle filters cannot be differentiated. The {\itshape reparameterisation trick} was introduced to allow t…