Package: scorematchingad
Title: Score Matching Estimation by Automatic Differentiation
Version: 0.0.60
Authors@R: 
    c(person(given = "Kassel Liam", family = "Hingee", email = "kassel.hingee@anu.edu.au", role = c("aut", "cre"), comment = c(ORCID = "0000-0001-9894-2407")),
    person("Janice", "Scealy", role = c("aut"), comment = c(ORCID = "0000-0002-9718-869X")),
    person("Bradley M.", "Bell", role = c("cph"))
    )
Description: Hyvärinen's score matching (Hyvärinen, 2005) <https://jmlr.org/papers/v6/hyvarinen05a.html> is a useful estimation technique when the normalising constant for a probability distribution is difficult to compute. This package implements score matching estimators using automatic differentiation in the 'CppAD' library <https://github.com/coin-or/CppAD> and is designed for quickly implementing score matching estimators for new models. Also available is general robustification (Windham, 1995) <https://www.jstor.org/stable/2346159>. Already in the package are estimators for directional distributions (Mardia, Kent and Laha, 2016) <doi:10.48550/arXiv.1604.08470> and the flexible Polynomially-Tilted Pairwise Interaction model for compositional data. The latter estimators perform well when there are zeros in the compositions (Scealy and Wood, 2023) <doi:10.1080/01621459.2021.2016422>, even many zeros (Scealy, Hingee, Kent, and Wood, 2024) <doi:10.1007/s11222-024-10412-w>.
License: GPL (>= 3)
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.1
Suggests: testthat, ks, movMF, cubature, simdd, numDeriv
Enhances: RcppEigen (>= 0.3.3.7), RcppXPtrUtils
Depends: R (>= 3.5.0)
Imports: MCMCpack, optimx, FixedPoint, Rdpack, Rcpp (>= 1.0.9),
        methods, stats, R6, utils, rlang, ellipsis
RdMacros: Rdpack
LinkingTo: Rcpp (>= 1.0.9), RcppEigen (>= 0.3.3.7)
Config/testthat/edition: 3
NeedsCompilation: yes
Packaged: 2024-05-20 02:01:18 UTC; kassel
Author: Kassel Liam Hingee [aut, cre] (<https://orcid.org/0000-0001-9894-2407>),
  Janice Scealy [aut] (<https://orcid.org/0000-0002-9718-869X>),
  Bradley M. Bell [cph]
Maintainer: Kassel Liam Hingee <kassel.hingee@anu.edu.au>
Repository: CRAN
Date/Publication: 2024-05-21 14:50:03 UTC
