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KFAS (version 1.5.1)

Kalman Filter and Smoother for Exponential Family State Space Models

Description

State space modelling is an efficient and flexible framework for statistical inference of a broad class of time series and other data. KFAS includes computationally efficient functions for Kalman filtering, smoothing, forecasting, and simulation of multivariate exponential family state space models, with observations from Gaussian, Poisson, binomial, negative binomial, and gamma distributions. See the paper by Helske (2017) for details.

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Install

install.packages('KFAS')

Monthly Downloads

14,282

Version

1.5.1

License

GPL (>= 2)

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Last Published

September 5th, 2023

Functions in KFAS (1.5.1)

KFAS

KFAS: Functions for Exponential Family State Space Models
alcohol

Alcohol related deaths in Finland 1969--2013
approxSSM

Linear Gaussian Approximation for Exponential Family State Space Model
confint.KFS

Confidence Intervals of Smoothed States
fitSSM

Maximum Likelihood Estimation of a State Space Model
fitted.SSModel

Smoothed Estimates or One-step-ahead Predictions of Fitted Values
importanceSSM

Importance Sampling of Exponential Family State Space Model
artransform

Mapping real valued parameters to stationary region
boat

Oxford-Cambridge boat race results 1829-2011
logLik.SSModel

Log-likelihood of the State Space Model.
hatvalues.KFS

Extract Hat Values from KFS Output
print.SSModel

Print SSModel Object
print.KFS

Print Ouput of Kalman Filter and Smoother
ldl

LDL Decomposition of a Matrix
[<-.SSModel

Extract or Replace Parts of a State Space Model
plot.SSModel

Diagnostic Plots of State Space Models
GlobalTemp

Two series of average global temperature deviations for years 1880-1987
rstandard.KFS

Extract Standardized Residuals from KFS output
residuals.KFS

Extract Residuals of KFS output
predict.SSModel

State Space Model Predictions
transformSSM

Transform Multivariate State Space Model for Sequential Processing
mvInnovations

Multivariate Innovations
rename_states

Rename the States of SSModel Object
coef.SSModel

Smoothed Estimates or One-step-ahead Predictions of States
is.SSModel

Test whether object is a valid SSModel object
simulateSSM

Simulation of a Gaussian State Space Model
signal

Extracting the Partial Signal Of a State Space Model
sexratio

Number of males and females born in Finland from 1751 to 2011
KFS

Kalman Filter and Smoother with Exact Diffuse Initialization for Exponential Family State Space Models
SSMarima

Create a State Space Model Object of Class SSModel
KFAS-defunct

Defunct Functions of Package KFAS