Package: scorematchingad
Title: Score Matching Estimation by Automatic Differentiation
Version: 0.1.4
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>. A partial interface to CppAD's ADFun objects is also available.
License: GPL (>= 3)
Encoding: UTF-8
LazyData: true
ByteCompile: true
RoxygenNote: 7.3.2
Suggests: testthat, ks, movMF, cubature, simdd, numDeriv
Depends: R (>= 3.5.0)
Imports: RcppEigen (>= 0.3.3.7), MCMCpack, optimx, FixedPoint, Rdpack,
        Rcpp (>= 1.0.9), methods, stats, utils, rlang (>= 1.1.0)
RdMacros: Rdpack
LinkingTo: Rcpp (>= 1.0.9), RcppEigen (>= 0.3.3.7)
Config/testthat/edition: 3
URL: https://github.com/kasselhingee/scorematchingad
BugReports: https://github.com/kasselhingee/scorematchingad/issues
NeedsCompilation: yes
Packaged: 2025-09-01 01:18:24 UTC; kassel
Author: Kassel Liam Hingee [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-9894-2407>),
  Janice Scealy [aut] (ORCID: <https://orcid.org/0000-0002-9718-869X>),
  Bradley M. Bell [cph]
Maintainer: Kassel Liam Hingee <kassel.hingee@anu.edu.au>
Repository: CRAN
Date/Publication: 2025-09-01 02:30:02 UTC
Built: R 4.4.1; aarch64-apple-darwin20; 2025-09-03 20:58:33 UTC; unix
Archs: scorematchingad.so.dSYM
