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tsissm (version 1.0.1)

Linear Innovations State Space Unobserved Components Model

Description

Unobserved components time series model using the linear innovations state space representation (single source of error) with choice of error distributions and option for dynamic variance. Methods for estimation using automatic differentiation, automatic model selection and ensembling, prediction, filtering, simulation and backtesting. Based on the model described in Hyndman et al (2012) .

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Version

Install

install.packages('tsissm')

Monthly Downloads

204

Version

1.0.1

License

GPL-2

Issues

Pull Requests

Stars

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Maintainer

Alexios Ghalanos

Last Published

April 28th, 2025

Functions in tsissm (1.0.1)

nobs.tsissm.estimate

Extract the Number of Observations
tsdecompose.tsissm.estimate

Model Decomposition
plot.tsissm.estimate

Object Plots
residuals.tsissm.estimate

Model Residuals
simulate.tsissm.estimate

Model Simulation
tsissm-package

tsissm: Linear Innovations State Space Unobserved Components Model
tsequation.tsissm.estimate

Model Equation (LaTeX)
tsfilter.tsissm.estimate

Online Model Filtering
tsensemble.tsissm.selection

Ensembling of Models and Predictions
tsbacktest.tsissm.autospec

Walk Forward Model Backtest
us_retail_sales

Advance Retail Sales: Retail Trade (US)
spy

SPY ETF Adjusted Close
tsprofile.tsissm.estimate

Model Simulation Based Profiling
tsmetrics.tsissm.predict

Performance Metrics
tsspec.tsissm.estimate

Model Specification Extractor
tsmoments.tsissm.estimate

Analytic Forecast Moments
vcov.tsissm.estimate

The Covariance Matrix of the Estimated Parameters
estfun.tsissm.estimate

Score Method
bread.tsissm.estimate

Bread Method
issm_modelspec

Model Specification
as_flextable.summary.tsissm.estimate

Transform a summary object into flextable
estimate.tsissm.spec

Model Estimation
hresiduals.tsissm.estimate

Multi-Step Ahead In-Sample Residuals
AIC.tsissm.estimate

Akaike's An Information Criterion
BIC.tsissm.estimate

Bayesian Information Criterion
fitted.tsissm.estimate

Model Fitted Values
coef.tsissm.estimate

Extract Model Coefficients
print.summary.tsissm.estimate

Model Estimation Summary Print method
reexports

Objects exported from other packages
print.tsissm.diagnose

Model Diagnostics Print method
summary.tsissm.estimate

Model Estimation Summary
maunaloa

Mauna Loa CO2 Daily Measurements
logLik.tsissm.estimate

Model Log-Likelihood
sigma.tsissm.estimate

The Standard Deviation of the model
predict.tsissm.estimate

Model Prediction
tsdiagnose.tsissm.estimate

Model Diagnostics