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KFAS (version 1.4.4)

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

20,277

Version

1.4.4

License

GPL (>= 2)

Issues

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Maintainer

Jouni Helske

Last Published

January 21st, 2021

Functions in KFAS (1.4.4)

alcohol

Alcohol related deaths in Finland 1969--2013
approxSSM

Linear Gaussian Approximation for Exponential Family State Space Model
ldl

LDL Decomposition of a Matrix
[<-.SSModel

Extract or Replace Parts of a State Space Model
GlobalTemp

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

Extract Hat Values from KFS Output
importanceSSM

Importance Sampling of Exponential Family State Space Model
simulateSSM

Simulation of a Gaussian State Space Model
SSMarima

Create a State Space Model Object of Class SSModel
KFS

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

Maximum Likelihood Estimation of a State Space Model
rstandard.KFS

Extract Standardized Residuals from KFS output
residuals.KFS

Extract Residuals of KFS output
predict.SSModel

State Space Model Predictions
logLik.SSModel

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

Print Ouput of Kalman Filter and Smoother
fitted.SSModel

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

Transform Multivariate State Space Model for Sequential Processing
rename_states

Rename the States of SSModel Object
print.SSModel

Print SSModel Object
KFAS-defunct

Defunct Functions of Package KFAS
boat

Oxford-Cambridge boat race results 1829-2011
artransform

Mapping real valued parameters to stationary region
mvInnovations

Multivariate Innovations
plot.SSModel

Diagnostic Plots of State Space Models
KFAS

KFAS: Functions for Exponential Family State Space Models
sexratio

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

Extracting the Partial Signal Of a State Space Model
coef.SSModel

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

Test whether object is a valid SSModel object