JuliaCall
Embed Julia in R (by Non-Contradiction)
Bigsimr.jl
Simulate multivariate distributions with arbitrary marginals. (by SchisslerGroup)
JuliaCall | Bigsimr.jl | |
---|---|---|
3 | 4 | |
260 | 4 | |
- | - | |
1.0 | 8.1 | |
19 days ago | about 2 months ago | |
HTML | Julia | |
GNU General Public License v3.0 or later | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
JuliaCall
Posts with mentions or reviews of JuliaCall.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-05-01.
-
Is c++ still the best performance companion language for R?
I’ve had some joy with JuliaCall.
-
[D] What's your favorite concept/rule/theorem in statistics and why?
We have an R interface to the Julia library, but it still requires Julia to be installed. It uses JuliaCall, and honestly you don't even need to use our R wrapper.
- Announcing RStudio 1.4
Bigsimr.jl
Posts with mentions or reviews of Bigsimr.jl.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-04-23.
-
Is it possible to create a Python package with Julia and publish it on PyPi?
One more example for you. Our group wrote our core package in Julia called Bigsimr.jl (here) and then wrote interfaces to it for R (here and on cran) and Python (here and on PyPi)
-
some may hate it, some may love it
Mostly, but I used it to write a package that does multivariate simulation via gaussian copulas with correlation matching. You can find it here.
-
Copula: Can someone explain this code?
We wrote a Julia package that can do this called Bigsimr which also has an R interface. Message me if you have more questions.
-
[D] What's your favorite concept/rule/theorem in statistics and why?
I wrote a Julia library that basically applies this idea, but extends it to multivariate distributions. We sample from a multivariate normal, transform the margins to uniform (via the normal cdf), and then transform to the desired distribution using the margins inverse cdf's (called the NORTA algorithm). The caveat is that this transformation is non-linear, so the correlation matrix used to generate the multivariate normal samples is generally not the same as the correlation after transformation. We account for this by numerically solving for the n*(n-1)/2 double integrals to determine what input correlation is necessary to get the desired output correlation. This paper describes the full problem and method for solving.
What are some alternatives?
When comparing JuliaCall and Bigsimr.jl you can also consider the following projects:
Julia-DataFrames-Tutorial - A tutorial on Julia DataFrames package
TwoBasedIndexing.jl - Two-based indexing
JuliaTutorials - Learn Julia via interactive tutorials!
r-bigsimr - Simulate arbitrary multivariate distributions
Zygote-Mutating-Arrays-WorkAround.jl - A tutorial on how to work around ‘Mutating arrays is not supported’ error while performing automatic differentiation (AD) using the Julia package Zygote.
python-bigsimr
extendr - R extension library for rust designed to be familiar to R users.
OffsetArrays.jl - Fortran-like arrays with arbitrary, zero or negative starting indices.
StarWarsArrays.jl - Arrays indexed as the order of Star Wars movies
PySR - High-Performance Symbolic Regression in Python and Julia
JuliaCall vs Julia-DataFrames-Tutorial
Bigsimr.jl vs TwoBasedIndexing.jl
JuliaCall vs JuliaTutorials
Bigsimr.jl vs r-bigsimr
JuliaCall vs Zygote-Mutating-Arrays-WorkAround.jl
Bigsimr.jl vs python-bigsimr
JuliaCall vs extendr
Bigsimr.jl vs OffsetArrays.jl
Bigsimr.jl vs StarWarsArrays.jl
Bigsimr.jl vs PySR