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Exponential Family: Multiple Linear Regression
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Classroom Contents
Exponential Family
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- 1 Exponential Family: Mean and Variance
- 2 Exponential Family: Normal Distribution
- 3 Exponential Family: Bernoulli Distribution
- 4 Exponential Family: Binomial Distribution (fixed n)
- 5 Exponential Family: Poisson Distribution
- 6 Exponential Family: Negative Binomial Distribution (fixed r)
- 7 Exponential Family: Exponential Distribution
- 8 Exponential Family: Pareto Distribution (known minimum)
- 9 Exponential Family: Weibull Distribution (known k)
- 10 Exponential Family: Laplace Distribution (known mean)
- 11 Exponential Family: Chi square Distribution
- 12 Exponential Family: Gamma Distribution
- 13 Exponential Family: Log Normal Distribution
- 14 Exponential Family: Beta Distribution
- 15 Exponential Family: Multinomial Distribution (fixed n)
- 16 Exponential Family: Using R to simulate and confirm the theoretical results
- 17 Exponential Family: Inverse Gamma
- 18 Using R to confirm the moments of sufficient statistics of an inverse gamma distribution
- 19 Exponential Family: Multiple Linear Regression
- 20 Distribution of a sufficient statistics from a 1-parameter exponential family
- 21 Exponential Family: Skew-Logistic Distribution
- 22 Exponential Family: Cramer-Rao Lower Bound
