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KFAS (version 1.3.7)

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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Version

Install

install.packages('KFAS')

Monthly Downloads

21,166

Version

1.3.7

License

GPL (>= 2)

Maintainer

Jouni Helske

Last Published

June 10th, 2019

Functions in KFAS (1.3.7)

is.SSModel

Test whether object is a valid SSModel object
print.SSModel

Print SSModel Object
rename_states

Rename the States of SSModel Object
coef.SSModel

Smoothed Estimates or One-step-ahead Predictions of States
fitSSM

Maximum Likelihood Estimation of a State Space Model
SSMarima

Create a State Space Model Object of Class SSModel
fitted.SSModel

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

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

LDL Decomposition of a Matrix
predict.SSModel

State Space Model Predictions
print.KFS

Print Ouput of Kalman Filter and Smoother
hatvalues.KFS

Extract Hat Values from KFS Output
residuals.KFS

Extract Residuals of KFS output
importanceSSM

Importance Sampling of Exponential Family State Space Model
rstandard.KFS

Extract Standardized Residuals from KFS output
artransform

Mapping real valued parameters to stationary region
boat

Oxford-Cambridge boat race results 1829-2011
mvInnovations

Multivariate Innovations
sexratio

Number of males and females born in Finland from 1751 to 2011
plot.SSModel

Diagnostic Plots of State Space Models
signal

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

Log-likelihood of the State Space Model.
transformSSM

Transform Multivariate State Space Model for Sequential Processing
KFAS-defunct

Defunct Functions of Package KFAS
simulateSSM

Simulation of a Gaussian State Space Model
KFAS

KFAS: Functions for Exponential Family State Space Models
[<-.SSModel

Extract or Replace Parts of a State Space Model
GlobalTemp

Two series of average global temperature deviations for years 1880-1987
approxSSM

Linear Gaussian Approximation for Exponential Family State Space Model
alcohol

Alcohol related deaths in Finland 1969--2013