popsynth.aux_samplers.lognormal_aux_sampler module

class popsynth.aux_samplers.lognormal_aux_sampler.LogNormalAuxSampler(name: str, observed: bool = True)[source]

__init__(name: str, observed: bool = True)[source]

A Log normal sampler, where property ~ e^N(mu, sigma).

Parameters

name (str) – Name of the property
observed (bool) – True if the property is observed, False if it is latent. Defaults to True
mu (AuxiliaryParameter) – Mean of the lognormal
tau (AuxiliaryParameter) – Standard deviation of the lognormal
sigma (AuxiliaryParameter) – Standard deviation of normal distribution from which observed values are sampled, if observed is True

class popsynth.aux_samplers.lognormal_aux_sampler.Log10NormalAuxSampler(name: str, observed: bool = True)[source]

__init__(name: str, observed: bool = True)[source]

A Log10 normal sampler, where property ~ 10^N(mu, sigma).

Parameters

name (str) – Name of the property
observed (bool) – True if the property is observed, False if it is latent. Defaults to True
mu (AuxiliaryParameter) – Mean of the log10normal
tau (AuxiliaryParameter) – Standard deviation of the log10normal
sigma (AuxiliaryParameter) – Standard deviation of normal distribution from which observed values are sampled, if observed is True