ez-package: Easy analysis and visualization of factorial experiments
Description
This package facilitates easy analysis of factorial experiments, including purely within-Ss designs (a.k.a. “repeated measures”), purely between-Ss designs, and mixed within-and-between-Ss designs. The functions in this package aim to provide simple, intuitive and consistent specification of data analysis and visualization. Visualization functions also include design visualization for pre-analysis data auditing, and correlation matrix visualization. Finally, this package includes functions for non-parametric analysis, including permutation tests and bootstrap resampling. The bootstrap function obtains predictions either by cell means or by more advanced/powerful mixed effects models, yielding predictions and confidence intervals that may be easily visualized at any level of the experiment's design.
Details
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Package: |
| ez |
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Type: |
| Package |
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Version: |
| 4.4-0 |
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Date: |
| 2016-11-01 |
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License: |
| GPL-3 |
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LazyLoad: |
| yes |
This package contains several useful functions:
ezANOVA Provides simple interface to ANOVA, including assumption checks.
ezBoot Computes bootstrap resampled cell means or lmer predictions
ezCor Function to plot a correlation matrix with scatterplots, linear fits, and univariate density plots
ezDesign Function to plot a visual representation of the balance of data given a specified experimental design. Useful for diagnosing missing data issues.
ezMixed Provides assessment of fixed effects in a mixed effects modelling context.
ezPerm Provides simple interface to the Permutation test.
ezPlot Uses the ggplot2 graphing package to generate plots for any given user-requested effect, by default producing error bars that facilitate visual post-hoc multiple comparisons.
ezPlot2 When supplied the results from a call to ezPredict or ezBoot, plots predictions with confidence intervals.
ezPrecis Provides a summary of a given data frame.
ezPredict Computes predicted values from the fixed effects of a mixed effects model.
ezResample Resamples data, useful when bootstrapping.
ezStats Provides between-Ss descriptive statistics for any given user-requested effect.
This package also contains two data sets:
ANT Simulated data from the Attention Network Test
ANT2 Messy version of the ANT data set
See Also
ANT, ANT2, ezANOVA, ezBoot, ezCor, ezDesign, ezMixed, ezPerm, ezPlot, ezPlot2, ezPrecis, ezPredict, ezResample, ezStats