Kalman Filters#

StandardFilter()

Basic Kalman Filter

UnivariateFilter()

The univariate kalman filter, described in [1], section 6.4.2, avoids inversion of the F matrix, as well as two matrix multiplications, at the cost of an additional loop.

KalmanSmoother()

Kalman Smoother

SquareRootFilter()

Kalman filter with Cholesky factorization

LinearGaussianStateSpace(name, a0, P0, c, d, ...)

Linear Gaussian Statespace distribution