QA 3. Common Univariate Distributions

a) Distinguish the key properties and identify the common occurrences of the following distributions: uniform distribution, Bernoulli distribution, binomial distribution, Poisson distribution, normal distribution, lognormal distribution, Chi-squared distribution, Student’s t and F-distributions.

b) Describe a mixture distribution and explain the creation and characteristics of mixture distributions.