Simple understanding
Basics of statistical inference
- Nonparametric does not mean no parameters
- Explaining the terms used in classical statistical inference
- Confidence interval versus prediction interval: confidence interval will be always narrower than prediction interval
Topics in statistical modeling
- Modeling data after transformation: advantages and disadvantages
Simulation and the Monte Carlo Method
- Inverse transformation sampling
- Rejection sampling
- Importance sampling
- Gibbs sampling
- Metropolis sampling
- Metropolis-Hastings sampling
- Slice sampling
- Elliptical slice sampling
- HMC