Estimates a collection of time-indexed functions under either of Gaussian process (GP) or intrinsic Gaussian Markov random field (iGMRF) prior formulations where a Dirichlet process mixture allows sub-groupings of the functions to share the same covariance or precision parameters. The GP and iGMRF formulations both support any number of additive covariance or precision terms, respectively, expressing either or both of multiple trend and seasonality.

Author | Terrance Savitsky |

Date of publication | 2016-08-16 01:53:09 |

Maintainer | Terrance Savitsky <tds151@gmail.com> |

License | GPL (>= 3) |

Version | 0.13 |

**cluster_plot:** Plot estimated functions for experimental units faceted by...

**cps:** Monthly employment counts from 1990 - 2013 from the Current...

**fit_compare:** Side-by-side plot panels that compare latent function values...

**gen_informative_sample:** Generate a finite population and take an informative single...

**gmrfdpgrow:** Bayesian instrinsic Gaussian Markov Random Field model for...

**gmrfdpPost:** Run a Bayesian functional data model under an instrinsic GMRF...

**gpBFixPost:** Run a Bayesian functional data model under a GP prior with a...

**gpdpbPost:** Run a Bayesian functional data model under a GP prior whose...

**gpdpgrow:** Bayesian non-parametric dependent Gaussian process model for...

**gpdpPost:** Run a Bayesian functional data model under a GP prior whose...

**gpFixPost:** Run a Bayesian functional data model under a GP prior whose...

**gpPost:** Run a Bayesian functional data model under a GP prior whose...

**growfunctions-package:** Bayesian Non-Parametric Models for Estimating a Set of...

**informative_plot:** Plot credible intervals for parameters to compare ignoring...

**MSPE:** Compute normalized mean squared prediction error based on...

**plot_cluster:** Plot estimated functions, facetted by cluster numbers, for a...

**predict_functions:** Use the model-estimated covariance parameters from gpdpgrow()...

**predict_functions.gmrfdpgrow:** Use the model-estimated iGMRF precision parameters from...

**predict_functions.gpdpgrow:** Use the model-estimated GP covariance parameters from...

**predict_plot:** Plot estimated functions both at estimated and predicted time...

**samples:** Produce samples of MCMC output

**samples.gmrfdpgrow:** Produce samples of MCMC output

growfunctions

growfunctions/inst

growfunctions/inst/CITATION

growfunctions/tests

growfunctions/tests/testthat

growfunctions/tests/testthat/test-gmrfdpgrow.R

growfunctions/tests/testthat/test-gpdpgrow.R

growfunctions/tests/test-all.R

growfunctions/src

growfunctions/src/utility.cpp

growfunctions/src/growfunctions.h

growfunctions/src/gp.cpp

growfunctions/src/Makevars

growfunctions/src/gpdpbmix.cpp

growfunctions/src/dpmix_moves.cpp

growfunctions/src/gpdpmix.cpp

growfunctions/src/dpmix.cpp

growfunctions/src/gpdpmix_moves.cpp

growfunctions/src/gen_bb.cpp

growfunctions/src/gpbfix.cpp

growfunctions/src/gpfix.cpp

growfunctions/src/Makevars.win

growfunctions/src/lsqcluster_cpp.cpp

growfunctions/NAMESPACE

growfunctions/NEWS

growfunctions/data

growfunctions/data/cps.RData

growfunctions/R

growfunctions/R/gpdpgrow.R
growfunctions/R/plot_cluster.R
growfunctions/R/gen_informative_sample.R
growfunctions/R/gp_cluster_plot.R
growfunctions/R/gmrfdpgrow.R
growfunctions/R/gp_informative_compare_plot.R
growfunctions/R/cps.R
growfunctions/R/help.R
growfunctions/R/predict_plot.R
growfunctions/R/MSPE.R
growfunctions/R/gp_car_fit_compare_facet.R
growfunctions/MD5

growfunctions/build

growfunctions/build/partial.rdb

growfunctions/DESCRIPTION

growfunctions/man

growfunctions/man/growfunctions-package.Rd
growfunctions/man/gpFixPost.Rd
growfunctions/man/gpdpPost.Rd
growfunctions/man/MSPE.Rd
growfunctions/man/samples.gmrfdpgrow.Rd
growfunctions/man/plot_cluster.Rd
growfunctions/man/informative_plot.Rd
growfunctions/man/gmrfdpPost.Rd
growfunctions/man/gmrfdpgrow.Rd
growfunctions/man/cps.Rd
growfunctions/man/gpBFixPost.Rd
growfunctions/man/gen_informative_sample.Rd
growfunctions/man/predict_plot.Rd
growfunctions/man/predict_functions.gpdpgrow.Rd
growfunctions/man/gpPost.Rd
growfunctions/man/gpdpgrow.Rd
growfunctions/man/fit_compare.Rd
growfunctions/man/samples.Rd
growfunctions/man/gpdpbPost.Rd
growfunctions/man/cluster_plot.Rd
growfunctions/man/predict_functions.Rd
growfunctions/man/predict_functions.gmrfdpgrow.Rd
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