Variable type |
Restrictions |
Distribution |
Distribution Class |
Example of use |
bool |
- |
|
Bernoulli |
Two coins tutorial |
double |
- |
|
Gaussian |
Learning a Gaussian tutorial |
double |
between 0 and infinity |
|
Gamma |
Learning a Gaussian tutorial |
double |
between 0 and 1 |
Beta |
Beta |
Clinical trial tutorial |
double |
between settable lower and upper bounds |
|
TruncatedGaussian |
- |
double |
between 0 and settable period length |
Wrapped Gaussian |
WrappedGaussian |
- |
double |
between a lower bound and infinity |
Pareto |
Pareto |
- |
int |
between 0 and D-1 inclusive |
|
Discrete |
Latent Dirichlet Allocation |
int |
between 0 and infinity |
|
Poisson |
- |
int |
between 0 and N inclusive |
Binomial |
Binomial |
- |
enum |
- |
Discrete over enum values |
DiscreteEnum |
- |
Vector |
- |
|
VectorGaussian |
Mixture of Gaussians tutorial |
Vector |
each element between 0 and 1, elements sum to 1 |
|
Dirichlet |
Latent Dirichlet Allocation |
PositiveDefiniteMatrix |
matrix is positive definite |
|
Wishart |
Mixture of Gaussians tutorial |
string |
- |
Probabilistic automaton |
StringDistribution |
Hello, Strings! |
char |
- |
Discrete over char values |
DiscreteChar |
- |
TDomain[]
|
T is a value-type distribution over a domain TDomain |
Array of distributions considered as a distribution over an array |
DistributionStructArray <T, TDomain> |
- |
TDomain[,] |
T is a value-type distribution over a domain TDomain |
2-D Array of distributions considered as a distribution over a 2-D array |
DistributionStructArray2D <T, TDomain> |
- |
TDomain[]
|
T is a reference-type distribution over a domain TDomain |
Array of distributions considered as a distribution over an array |
DistributionRefArray <T, TDomain> |
- |
TDomain[,] |
T is a reference-type distribution over a domain TDomain |
2-D Array of distributions considered as a distribution over a 2-D array |
DistributionRefArray2D <T, TDomain> |
- |
ISparseList<bool> |
- |
Sparse list of Bernoulli distributions considered as a distribution over a sparse list of bools |
SparseBernoulliList |
- |
ISparseList<double> |
elements between 0 and 1 |
Sparse list of Beta distributions considered as a distribution over a sparse list of doubles |
SparseBetaList |
- |
ISparseList<double> |
- |
Sparse list of Gaussian distributions considered as a distribution over a sparse list of doubles |
SparseGaussianList |
- |
ISparseList<double> |
elements between 0 and infinity |
Sparse list of Gamma distributions considered as a distribution over a sparse list of doubles |
SparseGammaList |
- |
IList<int> |
elements between 0 and N-1 inclusive |
SparseBernoulliList where domain is list of indices with value true |
BernoulliIntegerSubset |
- |
IFunction |
- |
|
SparseGP |
Gaussian process classifier |