ARTool | R Package for Aligned Rank Transform | Machine Learning library

 by   mjskay R Version: v0.11.0 License: No License

kandi X-RAY | ARTool Summary

kandi X-RAY | ARTool Summary

ARTool is a R library typically used in Artificial Intelligence, Machine Learning applications. ARTool has no bugs, it has no vulnerabilities and it has low support. You can download it from GitHub.

ARTool is an R package implementing the Aligned Rank Transform for conducting nonparametric analyses of variance on factorial models. This implementation is based on the ART procedure as used in the original implementation of ARTool by Wobbrock et al. The package automates the Aligning-and-Ranking process using the art function. It also automates the process of running a series of ANOVAs on the transformed data and extracting the results of interest. It supports traditional ANOVA models (fit using lm), repeated measures ANOVAs (fit using aov), and mixed effects models (fit using lmer); the model used is determined by the formula passed to art. Note: The documentation of this package assumes some level of familiarity with when and why you may want to use the aligned rank transform; the ARTool page provides a more in-depth (and highly approachable) introduction to the aligned rank transform and the motivation for its use.
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            kandi-support Support

              ARTool has a low active ecosystem.
              It has 30 star(s) with 5 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 6 open issues and 22 have been closed. On average issues are closed in 215 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of ARTool is v0.11.0

            kandi-Quality Quality

              ARTool has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              ARTool 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

              ARTool releases are available to install and integrate.
              Installation instructions, examples and code snippets are available.

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            ARTool Key Features

            No Key Features are available at this moment for ARTool.

            ARTool Examples and Code Snippets

            No Code Snippets are available at this moment for ARTool.

            Community Discussions

            QUESTION

            How can I calculate partial eta squared for rank-aligned ANOVA with repeated measures (ARTool package in R)?
            Asked 2022-Jan-09 at 13:10

            I calculated several rank-aligned ANOVAs using the ARTool package in RStudio. Please note that all included variables are repeated measures (i.e., within-subjects; all participants went through all experimental manipulations).

            According to this source https://cran.r-project.org/web/packages/ARTool/vignettes/art-effect-size.html, the output should include the partial eta squared and the sum of squares, respectively. However, I found that only the output of a between-subjects design contains the sum of squares. If I calculate a within-subjects ANOVA, the partial eta squared or sum of squares are not printed. Does anyone have an idea on why this occurs? (I've updated the ARTool package to its latest version)

            The example does not actually make sense with this dataset, but just to demonstrate:

            ...

            ANSWER

            Answered 2022-Jan-09 at 13:10

            Partial eta-squared can also be calculated from the F value and the degrees of freedom.

            With the caveat that I wrote it, at the time of writing, this is addressed here: rcompanion.org/handbook/F_16.html

            A simple example:

            Source https://stackoverflow.com/questions/70632898

            QUESTION

            Convert a list from data frame (emmGrid class)
            Asked 2021-Oct-30 at 22:46

            I would like to convert a list to dataframe (picture as below)

            I did use do.call(rbind.data.frame, contrast), however, I got this Error in xi[[j]] : this S4 class is not subsettable. I still can read them separately. Anyone know about this thing?

            This list I got when running the ART anova test by using the package ARTool

            Update

            This my orignial code to calculate and get the model done.

            ...

            ANSWER

            Answered 2021-Oct-30 at 22:46

            With rbind, instead of rbind.data.frame, there is a specific method for 'emmGrid' object and it can directly use the correct method by matching the class if we specify just rbind

            Source https://stackoverflow.com/questions/69782492

            QUESTION

            Can't assign to columns that don't exist -- Using ARTool package
            Asked 2021-Apr-12 at 18:02

            I'm producing a post-hoc test, using ARTool package, to see the difference among combinations of factors, but receive the below error

            Error: Can't assign to columns that don't exist. x Column grade_levelbooks_quantile doesn't exist. Run rlang::last_error() to see where the error occurred.

            Below is the notes after traceback:

            ...

            ANSWER

            Answered 2021-Apr-11 at 22:18

            I'm not absolutely sure, but I'd almost bet money that this is what you need:

            Source https://stackoverflow.com/questions/67050115

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

            Vulnerabilities

            No vulnerabilities reported

            Install ARTool

            You can install the latest released version from CRAN with this R command:.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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