FiltersΒΆ

Kalman filter with RTS smoother and maximum likelihood estimation of parameters.

kalman_filter(y, G, F, W, V[, m0, C0])

Linear Gaussian Kalman filter.

rts_smoother(m, C, a, R, G)

Rauch-Tung-Striebel (RTS) smoother.

kalman_loglikelihood(e, S)

Prediction-error decomposition log-likelihood.

fit_kalman(y, G, F, *[, fit_W, fit_V, W0, ...])

Estimate Kalman filter noise covariances by maximum likelihood.