statsmodels.genmod.families.family.Gaussian

class statsmodels.genmod.families.family.Gaussian(link=None)

Gaussian exponential family distribution.

Parameters

linka link instance, optional

The default link for the Gaussian family is the identity link. Available links are log, identity, and inverse. See statsmodels.genmod.families.links for more information.

See also

statsmodels.genmod.families.family.Family, Link Functions

Attributes

Gaussian.linka link instance

The link function of the Gaussian instance

Gaussian.variancevarfunc instance

variance is an instance of statsmodels.genmod.families.varfuncs.constant

Methods

deviance(endog, mu[, var_weights, …])	The deviance function evaluated at (endog, mu, var_weights, freq_weights, scale) for the distribution.
fitted(lin_pred)	Fitted values based on linear predictors lin_pred.
loglike(endog, mu[, var_weights, …])	The log-likelihood function in terms of the fitted mean response.
loglike_obs(endog, mu[, var_weights, scale])	The log-likelihood function for each observation in terms of the fitted mean response for the Gaussian distribution.
predict(mu)	Linear predictors based on given mu values.
resid_anscombe(endog, mu[, var_weights, scale])	The Anscombe residuals
resid_dev(endog, mu[, var_weights, scale])	The deviance residuals
starting_mu(y)	Starting value for mu in the IRLS algorithm.
variance
weights(mu)	Weights for IRLS steps