# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "tsPI" in publications use:' type: software license: GPL-3.0-only title: 'tsPI: Improved Prediction Intervals for ARIMA Processes and Structural Time Series' version: 1.0.4 identifiers: - type: doi value: 10.32614/CRAN.package.tsPI abstract: Prediction intervals for ARIMA and structural time series models using importance sampling approach with uninformative priors for model parameters, leading to more accurate coverage probabilities in frequentist sense. Instead of sampling the future observations and hidden states of the state space representation of the model, only model parameters are sampled, and the method is based solving the equations corresponding to the conditional coverage probability of the prediction intervals. This makes method relatively fast compared to for example MCMC methods, and standard errors of prediction limits can also be computed straightforwardly. authors: - family-names: Helske given-names: Jouni email: jouni.helske@iki.fi preferred-citation: type: manual title: 'tsPI: Bayesian Prediction Intervals for ARIMA Processes and Structural Time Series' authors: - family-names: Helske given-names: Jouni email: jouni.helske@iki.fi year: '2023' notes: R package version 1.0.4 url: https://github.com/helske/tsPI repository: https://CRAN.R-project.org/package=tsPI repository-code: https://github.com/helske/tsPI url: https://github.com/helske/tsPI date-released: '2023-09-04' contact: - family-names: Helske given-names: Jouni email: jouni.helske@iki.fi references: - type: generic title: Improved frequentist prediction intervals for ARMA models by simulation authors: - family-names: Helske given-names: Jouni - family-names: Nyblom given-names: Jukka collection-title: 'Contributions to Mathematics, Statistics, Econometrics, and Finance : essays in honour of professor Seppo Pynnönen' collection-type: collection publisher: name: University of Vaasa editors: - family-names: Knif given-names: Johan - family-names: Pape given-names: Bernd issue: '296' year: '2014' url: https://urn.fi/URN:NBN:fi:jyu-201603141836 start: '71' end: '86' - type: generic title: Improved Frequentist Prediction Intervals for Autoregressive Models by Simulation authors: - family-names: Helske given-names: Jouni - family-names: Nyblom given-names: Jukka collection-title: Unobserved Components and Time Series Econometrics collection-type: collection publisher: name: Oxford University Press editors: - family-names: Koopman given-names: Siem Jan - family-names: Shephard given-names: Neil year: '2015' url: https://urn.fi/URN:NBN:fi:jyu-201603141839 - type: book title: Prediction and Interpolation of Time Series By State Space Models authors: - family-names: Helske given-names: Jouni publisher: name: University Of Jyväskylä year: '2015' url: https://urn.fi/URN:NBN:fi:jyu-201603111829