Posteriors for Bayesian Index policies:

See here the documentation: docs/Policies.Posterior

• Beta is the default for Thompson Sampling and BayesUCB, ideal for Bernoulli experiments,
• Gamma and Gauss are more suited for respectively Poisson and Gaussian arms.