<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Gaussian Process Models for Scalar and Functional Inputs</dc:title>
  <dc:title>R package funGp version 1.0.0</dc:title>
  <dc:description>Construction and smart selection of Gaussian process models
	for analysis of computer experiments
	with emphasis on treatment of functional inputs that are regularly sampled. This package
	offers: (i) flexible modeling of functional-input regression
	problems through the fairly general Gaussian process model; (ii)
	built-in dimension reduction for functional inputs; (iii)
	heuristic optimization of the structural parameters of the model
	(e.g., active inputs, kernel function, type of distance).
	An in-depth tutorial in the use of funGp is provided in
	Betancourt et al. (2024) &lt;doi:10.18637/jss.v109.i05&gt; and
	Metamodeling background is provided in
	Betancourt et al. (2020) &lt;doi:10.1016/j.ress.2020.106870&gt;.
	The algorithm for structural parameter optimization is described
	in &lt;https://hal.science/hal-02532713&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: methods, foreach, knitr, scales, microbenchmark, doFuture,
doRNG, future, progressr</dc:relation>
  <dc:creator>Jose Betancourt &lt;fungp.rpack@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Jose Betancourt [cre, aut],
  François Bachoc [aut],
  Thierry Klein [aut],
  Jeremy Rohmer [aut],
  Yves Deville [ctb],
  Deborah Idier [ctb]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2024-05-10</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=funGp</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.funGp</dc:identifier>
</oai_dc:dc>
