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nabla
View on CRAN: Click
here
Download and install nabla package within the R console
Install from CRAN:
install.packages("nabla")
Install from Github:
library("remotes")
install_github("cran/nabla") Install by package version:
library("remotes")
install_version("nabla", "0.7.1") Attach the package and use:
library("nabla")
Maintained by
Alexander Towell
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[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-02-10
Latest Update: 2026-02-10
Description:
Exact automatic differentiation for R functions. Provides a composable derivative operator D that computes gradients, Hessians, Jacobians, and arbitrary-order derivative tensors at machine precision. D(D(f)) gives Hessians, D(D(D(f))) gives third-order tensors for skewness of maximum likelihood estimators, and so on to any order. Works through any R code including loops, branches, and control flow.
How to cite:
Alexander Towell (2026). nabla: Exact Derivatives via Automatic Differentiation. R package version 0.7.1, https://cran.r-project.org/web/packages/nabla. Accessed 11 Mar. 2026.
Previous versions and publish date:
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