Package: shapr
Version: 0.2.2
Title: Prediction Explanation with Dependence-Aware Shapley Values
Description: Complex machine learning models are often hard to interpret. However, in 
  many situations it is crucial to understand and explain why a model made a specific 
  prediction. Shapley values is the only method for such prediction explanation framework 
  with a solid theoretical foundation. Previously known methods for estimating the Shapley 
  values do, however, assume feature independence. This package implements the method 
  described in Aas, Jullum and Løland (2019) <arXiv:1903.10464>, which accounts for any feature 
  dependence, and thereby produces more accurate estimates of the true Shapley values.
Authors@R: c(
    person("Nikolai", "Sellereite", email = "nikolaisellereite@gmail.com", role = "aut", comment = c(ORCID = "0000-0002-4671-0337")),
    person("Martin", "Jullum", email = "Martin.Jullum@nr.no", role = c("cre", "aut"), comment = c(ORCID = "0000-0003-3908-5155")),
    person("Annabelle", "Redelmeier", email = "Annabelle.Redelmeier@nr.no", role = "aut"),
    person("Anders", "Løland", email = "Anders.Loland@nr.no", role = "ctb"), 
    person("Jens Christian", "Wahl", email = "Jens.Christian.Wahl@nr.no", role = "ctb"), 
    person("Camilla", "Lingjærde", role = "ctb"),
    person("Norsk Regnesentral", role =  c("cph", "fnd"))
    )
URL: https://norskregnesentral.github.io/shapr/,
        https://github.com/NorskRegnesentral/shapr
BugReports: https://github.com/NorskRegnesentral/shapr/issues
License: MIT + file LICENSE
Encoding: UTF-8
ByteCompile: true
Language: en-US
RoxygenNote: 7.2.3
Depends: R (>= 3.5.0)
Imports: stats, data.table, Rcpp (>= 0.12.15), condMVNorm, mvnfast,
        Matrix
Suggests: ranger, xgboost, mgcv, testthat, knitr, rmarkdown, roxygen2,
        MASS, ggplot2, caret, gbm, party, partykit
LinkingTo: RcppArmadillo, Rcpp
VignetteBuilder: knitr
NeedsCompilation: yes
Packaged: 2023-05-04 12:45:00 UTC; jullum
Author: Nikolai Sellereite [aut] (<https://orcid.org/0000-0002-4671-0337>),
  Martin Jullum [cre, aut] (<https://orcid.org/0000-0003-3908-5155>),
  Annabelle Redelmeier [aut],
  Anders Løland [ctb],
  Jens Christian Wahl [ctb],
  Camilla Lingjærde [ctb],
  Norsk Regnesentral [cph, fnd]
Maintainer: Martin Jullum <Martin.Jullum@nr.no>
Repository: CRAN
Date/Publication: 2023-05-04 14:10:02 UTC
Built: R 4.1.2; x86_64-apple-darwin17.0; 2023-05-05 11:07:49 UTC; unix
Archs: shapr.so.dSYM
