Package: nnR
Type: Package
Title: Neural Networks Made Algebraic
Version: 0.1.0
Authors@R: c(
           person("Shakil", "Rafi", 
             email = "sarafi@uark.edu", 
             role = c("aut","cre"), 
             comment = c(ORCID = "0000-0003-3791-9697")),
           person("Joshua Lee", "Padgett",
             email = "josh.padgett@toyota.com",
             role = "aut",
             comment = c(ORCID = "0000-0001-9369-351X")),
           person("Ukash", "Nakarmi",
             email = "unakarmi@uark.edu",
             role = "ctb",
             comment = c(ORCID = "0000-0002-5351-3956"))
           )
Maintainer: Shakil Rafi <sarafi@uark.edu>
Description: Do algebraic operations on neural networks. We seek here to implement
  in R, operations on neural networks and their resulting approximations. Our operations derive
  their descriptions mainly from
  Rafi S., Padgett, J.L., and Nakarmi, U. (2024), "Towards an Algebraic Framework For Approximating Functions Using Neural Network Polynomials", <doi:10.48550/arXiv.2402.01058>, 
  Grohs P., Hornung, F., Jentzen, A. et al. (2023), "Space-time error estimates for deep neural network approximations for differential equations", <doi:10.1007/s10444-022-09970-2>,
  Jentzen A., Kuckuck B., von Wurstemberger, P. (2023), "Mathematical Introduction to Deep Learning Methods, Implementations, and Theory" <doi:10.48550/arXiv.2310.20360>.
  Our implementation is meant mainly as a pedagogical tool, and proof of concept. Faster implementations with 
  deeper vectorizations may be made in future versions. 
License: GPL-3
Encoding: UTF-8
Depends: R (>= 4.1.0)
RoxygenNote: 7.3.0
Suggests: knitr, rmarkdown, testthat (>= 3.0.0)
Config/testthat/edition: 3
URL: https://github.com/2shakilrafi/nnR/
BugReports: https://github.com/2shakilrafi/nnR/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc
VignetteBuilder: knitr
NeedsCompilation: no
Packaged: 2024-02-13 20:41:38 UTC; shakilrafi
Author: Shakil Rafi [aut, cre] (<https://orcid.org/0000-0003-3791-9697>),
  Joshua Lee Padgett [aut] (<https://orcid.org/0000-0001-9369-351X>),
  Ukash Nakarmi [ctb] (<https://orcid.org/0000-0002-5351-3956>)
Repository: CRAN
Date/Publication: 2024-02-14 21:30:02 UTC
Built: R 4.6.0; ; 2026-04-26 23:15:07 UTC; unix
