A representation of the current beliefs of the particle filter.
A representation of the current beliefs of the particle filter. A BeliefState should not be confused with a State, which is a particular configuration of the system. A BeliefState represents a distribution over States, and in a particle filter, it is implemented as a collection of representative States.
Weighted particles, consisting of a weight and a state.
A one-time particle filter in which the static universe is empty.
A one-time particle filter in which the static universe is empty.
The universe describing the distribution over the initial state of the system
The transition model describing how the current state of the system depends on the previous
Number of particles to use at each time step
A one-time particle filter.
A one-time particle filter.
The universe of elements whose values do not change over time
The universe describing the distribution over the initial state of the system
The transition model describing how the current state of the system depends on the previous
Number of particles to use at each time step