Exponential Family
Explore the comprehensive tutorial on the Exponential Family of probability distributions, covering a wide range of topics from basic concepts to advanced applications. Learn about the mean and variance of exponential families, and delve into specific distributions such as Normal, Bernoulli, Binomial, Poisson, Negative Binomial, Exponential, Pareto, Weibull, Laplace, Chi-square, Gamma, Log Normal, Beta, Multinomial, Inverse Gamma, and Skew-Logistic. Gain practical skills by using R to simulate and confirm theoretical results, and understand the distribution of sufficient statistics. Discover the application of exponential families in multiple linear regression and explore the Cramer-Rao Lower Bound. This in-depth tutorial provides a solid foundation for understanding and working with exponential families in statistical analysis and modeling.