rstan | RStan , the R interface to Stan | Data Visualization library

 by   stan-dev C++ Version: v2.8.0 License: No License

kandi X-RAY | rstan Summary

kandi X-RAY | rstan Summary

rstan is a C++ library typically used in Analytics, Data Visualization applications. rstan has no bugs, it has no vulnerabilities and it has medium support. You can download it from GitHub.

RStan is the R interface to Stan.
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            kandi-support Support

              rstan has a medium active ecosystem.
              It has 950 star(s) with 260 fork(s). There are 68 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 317 open issues and 564 have been closed. On average issues are closed in 107 days. There are 11 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of rstan is v2.8.0

            kandi-Quality Quality

              rstan has 0 bugs and 0 code smells.

            kandi-Security Security

              rstan has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              rstan code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              rstan does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              rstan releases are available to install and integrate.
              Installation instructions are available. Examples and code snippets are not available.
              It has 8 lines of code, 0 functions and 1 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

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            rstan Key Features

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            rstan Examples and Code Snippets

            No Code Snippets are available at this moment for rstan.

            Community Discussions

            QUESTION

            Trying to install package brms in R
            Asked 2022-Apr-16 at 19:16

            I'm trying to install the package brms in R so that I can rename the parameters returned from the function stan (from the rstan package). When I try install.package("brms", dependencies=TRUE), I get the (partial) output pasted at the end of this post (it's too long to paste the whole thing). At the end of the output, you can see that I get a series of "dependency errors", which makes sense because the very first error is not a dependency error, but rather a compilation error that says:

            ...

            ANSWER

            Answered 2022-Apr-16 at 17:24

            QUESTION

            Access formal arguments of an R6 method
            Asked 2021-Nov-22 at 19:42

            Is there a way to access the arguments of an R6 method? For example, I can access the arguments of rstan::stan() with:

            ...

            ANSWER

            Answered 2021-Nov-22 at 19:42

            A basic feature of R6 is that methods belong to objects. They are not bound in the package namespace, per se, so it is not surprising that you are not able to access them with :: or :::. Here is an example taken directly from ?R6::R6Class:

            Source https://stackoverflow.com/questions/70069980

            QUESTION

            R package development: tests pass in console, but fail via devtools::test()
            Asked 2021-Nov-12 at 01:10

            I am developing an R package that calls functions from the package rstan. As a MWE, my test file is currently set up like this, using code taken verbatim from rstan's example:

            ...

            ANSWER

            Answered 2021-Nov-12 at 01:10

            It seems that devtools::test evaluates the test code in a setting where S4 dispatch does not work in the usual way, at least for packages that you load explicitly in the test file (in this case rstan). As a result, summary dispatches to summary.default instead of the S4 method implemented in rstan for class "stanfit".

            The behaviour that you're seeing might relate to this issue on the testthat repo, which seems unresolved.

            Here is a minimal example that tries to illuminate what is happening, showing one possible (admittedly inconvenient) work-around.

            Source https://stackoverflow.com/questions/69919465

            QUESTION

            Logistic regression in R, Stan
            Asked 2021-Sep-19 at 18:49

            I want to extract the predicted values (in the generated quantities block) of the Stan fit and compare them with the real observations but I can't find an easy solution. here is how did it with a simple logistic regression model:

            ...

            ANSWER

            Answered 2021-Sep-19 at 18:49

            The apply function can be your friend here:

            Run example

            Source https://stackoverflow.com/questions/69241618

            QUESTION

            Error evaluating the log probability at the initial value (Stan error)
            Asked 2021-May-16 at 12:19

            I am trying to run a Vector Autoregression model (VAR (1)) with heteroscedasticity in Stan. I can successfully run the model using JAGS but I don't know why Stan gives some errors when running the same model. Here is the data and model:

            ...

            ANSWER

            Answered 2021-May-16 at 12:19

            I used the print() statement in the transformed parameters block to see which value is Nan (as it's stated in the error). So this is what I did:

            Source https://stackoverflow.com/questions/67545277

            QUESTION

            multilevel stan model with three hierarchies
            Asked 2021-May-06 at 09:24

            Assume I have a multilevel structure of data. With a global distribution, from which I draw a highlevel distribution from which i draw a lowlevel distribution from which I draw my response variable. How would I implement such a thing in a stan model.

            Below is a minimal example which I hope illustrates the problem. In the stan code there is

            • one commented "model" section which is working, but ignores the mutlilevel aspect and treats every lower level equal, irrespective of the highlevel origin and provides therefor not shrinkage by the highlevel order (see pic).
            • A "model"section with a forloop, which I though would do what I want, but takes forever to finish, and with a lot of warnings (Rhat, treedepth, Bayesion Fraction, low ESS)

            I am quite inexperienced with modeling and all tutorials on ML-Modeling do not have the Loop-Approach I though would make sense here, so I suspect I am completely heading in the wrong direction with that. So any help will be highly appreciated.

            R-Code to generate and run the model

            ...

            ANSWER

            Answered 2021-May-06 at 09:24

            found the mistake: I needed to map the lowlevel values to the highlevel ones, with a look up table. Below is now a working version, which also just takes a second to finish.

            Source https://stackoverflow.com/questions/66586515

            QUESTION

            Rstan error during sampling for large dataset
            Asked 2021-May-05 at 14:14

            I build a simple hierarchical stan model retrieve the probability theta of binomial distribution (code below).

            My input data is a table with the information of Number of all (N) and successful (n) trials, and metadata to which group it belongs (x:0-1, t:1-225, g:1-4 and c:1-4)

            N n x t g c 123 10 1 1 1 2 531 500 1 0 1 1 12 6 0 1 2 1

            Running it with rstan, I get the following error during/after sampling:

            ...

            ANSWER

            Answered 2021-May-05 at 14:14

            I got a solution:

            Apperently there are to many (unnecessary) intermediate variables, which then crashes the program. You can get rid of theta by substituting "binomial()" with "binomial_logit()". And the for-loop can be also substituted with a more elegant alternativ.

            Source https://stackoverflow.com/questions/67317177

            QUESTION

            Removing atypical internal lines from the chain convergence graph using a traceplot function
            Asked 2021-Jan-28 at 23:21

            I am making the convergence graph of the chains generated using the traceplot function. However, see what unusual lines are appearing on the chart. How would you go about removing them?

            data: https://drive.google.com/file/d/1iOuGbjNI_caLWBIz4s7hZX5GlfhLrwr9/view?usp=sharing

            Below are the codes.

            ...

            ANSWER

            Answered 2021-Jan-28 at 23:21

            By setting col="black" you have removed the information ggplot needs to keep the traces for each chain separate. Adding aes(group=chain) as below appears to work (although I would consider whether you really want to make the chains indistinguishable from each other: part of the point of showing a trace plot is to verify that the different chains have similar behaviour ...)

            Source https://stackoverflow.com/questions/65943693

            QUESTION

            Different behavior when Rscript & rstan is run as a cron job
            Asked 2021-Jan-01 at 17:38

            I try to run an R script at regular intervals to update a webpage. The script runs fine when called from the terminal like this:

            ...

            ANSWER

            Answered 2021-Jan-01 at 16:28

            It looks like I finally managed to fix this, and I'm posting my solution here for anyone who encounters the same problem.

            I ran env in terminal to see my current user environment. I copy-pasted the full output to the top of my crontab file. (Simply adding the PATH variable was not sufficient. I suppose it was SHELL or perhaps both PATH and SHELL that did the trick, but I haven't explored this further.)

            To edit my user's crontab, I ran crontab -e, then pressed i to edit the file, pasted everything from env at the top of the file, stopped editing by pressing ctrl + c, and quit by typing :wq and hitting enter.

            Source https://stackoverflow.com/questions/65506324

            QUESTION

            One error when I run my R code about .stan file
            Asked 2020-Nov-30 at 06:02

            I execute a code in R as following

            ...

            ANSWER

            Answered 2020-Nov-30 at 06:02

            Face similar problem... Looks like a folder had previously made so the new R Tools cannot be installed and run the program properly

            Source https://stackoverflow.com/questions/64136661

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install rstan

            For installation instructions and other tips on getting started with RStan see.
            RStan Getting Started
            RStan Getting Started (French)
            RStan Getting Started (Japanese)
            RStan Getting Started (繁體中文)
            RStan Getting Started (Portuguese)

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            mc-stan.org/rstan (online RStan documentation, vignettes)Stan documentation (language manual, case studies, and more)Ask a question (Stan Forums on Discourse)Open an issue (GitHub issues for bug reports, feature requests)
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