Base Distributions

Below is a list of distributions aranged by data type. This should help pick a suitable probability distribution for you data. Note that there may be restrictions on the support of each distribution. This information will be contained in the associated references for each individual distribution.

Data Type: int

• Binomial
• Geometric
• Poisson
• Integer Categorical
• Spike and Slab Distribution

Data Type: float

• Gaussian (Normal)
• Exponential
• Gamma
• Log-Gaussian (Log-Normal)

Data Type: Sequence[float]

• Diagonal Multivariate Gaussian
• Multivariate Gaussian
• Dirichelt Distribution

Data Type: str

• Categorical

Data Type: Sequence[int]

• Integer Bernoulli Set Distribution

Data Type: Sequence[str]

• Bernoulli Set Distribution

Data Type: Sequence[Tuple[int, float]]

• Integer Multinomial Distribution

Data Type: Sequence[Tuple[int, str]]

• Multinomial Distribution

Data Type: Sequence[Any]

• Markov Chain