Exponential Family
Offered By: statisticsmatt via YouTube
Course Description
Overview
Syllabus
Exponential Family: Mean and Variance.
Exponential Family: Normal Distribution.
Exponential Family: Bernoulli Distribution.
Exponential Family: Binomial Distribution (fixed n).
Exponential Family: Poisson Distribution.
Exponential Family: Negative Binomial Distribution (fixed r).
Exponential Family: Exponential Distribution.
Exponential Family: Pareto Distribution (known minimum).
Exponential Family: Weibull Distribution (known k).
Exponential Family: Laplace Distribution (known mean).
Exponential Family: Chi square Distribution.
Exponential Family: Gamma Distribution.
Exponential Family: Log Normal Distribution.
Exponential Family: Beta Distribution.
Exponential Family: Multinomial Distribution (fixed n).
Exponential Family: Using R to simulate and confirm the theoretical results.
Exponential Family: Inverse Gamma.
Using R to confirm the moments of sufficient statistics of an inverse gamma distribution.
Exponential Family: Multiple Linear Regression.
Distribution of a sufficient statistics from a 1-parameter exponential family.
Exponential Family: Skew-Logistic Distribution.
Exponential Family: Cramer-Rao Lower Bound.
Taught by
statisticsmatt
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