Handouts
Week15:
- Spotlight R Notebook: Simulated Confidence Intervals
- Spotlight R package: pwrss
- Simulation of the confidence level
- Power and Effect Size
- Likelihood Ratio Test examples
- Distribution of the p-value under the null hypothesis.
Week14:
- Normal MLE, parametric and nonparametric bootstrap of the mean.
- normal_basic.r percentile bootstrap and method presented in the book (basic).
- normal_para.r nonparametric bootstrap using the boot function.
- Nonparametric Bootstrap.
Week13:
Week11:
Fitting models to a random sample.
Using the R package fitdistrplus to fit models to a random sample.
MLEs
Using the R package fitdistrplus to fit models to a random sample.
- mle.normal.fitdistrplus.html
- mle.normal.fitdistrplus.qmd
- mle.gamma.fitdistrplus.html
- mle.gamma.fitdistrplus.qmd
Week10:
Simulation of the Sampling Distributions of order statistics.
Week08:
Ch. 7 Survey Sampling has been posted
Week07:
Week06:
Week05:
- Normal random number generation
- Order Statistics
Week04:
- Conditional Probability Example: Particle Counter
- R p,d,q, and r
Week03:
- Class Handouts:
- Transformation of uniform random numbers. Use of the quantile function.
Week02:
Class Handouts:
Introduction to R. IntroductionR.pdf
Birthday Problem Stats Magazine Paper. Birthday.pdf
Examples:
- Introduction to simulation in R. example1.r
- Introduction to graphics in R. example2.r
- RANDU example3a.r
Please take look at the following Handouts on random number generation.
- handout1.pdf Generating Pseudo-random Numbers
- handout2.pdf Simulation Example
- handout3.pdf Simulating Discrete Random Variables
- handout4.pdf Simulating Normal Pseudo-random Numbers