HillSaturationSigmoid

class pymc_marketing.mmm.components.saturation.HillSaturationSigmoid(priors=None, prefix=None)

Wrapper around Hill saturation sigmoid function.

For more information, see pymc_marketing.mmm.transformers.hill_saturation_sigmoid().

(Source code, png, hires.png, pdf)

Methods

HillSaturationSigmoid.__init__([priors, prefix])
HillSaturationSigmoid.apply(x[, dims, idx])	Call within a model context.
HillSaturationSigmoid.function(sigma, beta, lam)	Hill Saturation Sigmoid Function.
HillSaturationSigmoid.plot_curve(curve[, ...])	Plot curve HDI and samples.
HillSaturationSigmoid.plot_curve_hdi(curve)	Plot the HDI of the curve.
HillSaturationSigmoid.plot_curve_samples(curve)	Plot samples from the curve.
HillSaturationSigmoid.sample_curve([...])	Sample the curve of the saturation transformation given parameters.
HillSaturationSigmoid.sample_prior([coords])	Sample the priors for the transformation.
HillSaturationSigmoid.set_dims_for_all_priors(dims)	Set the dims for all priors.
HillSaturationSigmoid.to_dict()	Convert the transformation to a dictionary.
HillSaturationSigmoid.update_priors(priors)	Update the priors for a function after initialization.

Attributes

combined_dims	Get the combined dims for all the parameters.
default_priors
function_priors	Get the priors for the function.
lookup_name
model_config	Mapping from variable name to prior for the model.
prefix
variable_mapping	Mapping from parameter name to variable name in the model.