Some Movies to Illustrate Concepts in Statistics.
smovie
Some Movies to Illustrate Concepts in Statistics
What does smovie do?
The smovie
package provides movies to help students to understand statistical concepts. The rpanel
package is used to create interactive plots that move to illustrate key statistical ideas and methods. The movies cover the topics of probability distributions; sampling distributions of the mean (central limit theorem), the median, the maximum (extremal types theorem) and the (Fisher transformation of the) correlation coefficient; simple linear regression; hypothesis testing.
An example
The function wws
produces a movie to visualise the Wald, Wilks and score likelihood-based test statistics, for a model with a scalar unknown parameter. The user can change the value of the parameter under a simple null hypothesis and observe the effect on the test statistics. The following code uses the log-likelihood from a binomial experiment and considers the null hypothesis that the success probability $\theta$ is equal to $\theta_0$. The user may specify their own log-likelihood.
wws(theta0 = 0.5)
Installation
To get the current released version from CRAN:
install.packages("smovie")
Vignettes
See vignette("smovie-vignette", package = "smovie")
for an overview of the package.