pyhgf.response.total_gaussian_surprise#
- pyhgf.response.total_gaussian_surprise(hgf, response_function_inputs=None, response_function_parameters=None)[source]#
Sum of the Gaussian surprise across the probabilistic network.
Note
The function returns jnp.inf if the model could not fit at a given time point.
- Parameters:
- hgf
An instance of the HGF model.
- response_function_inputs
The inputs to the response functions, not required here.
- response_function_parameters
Additionnal parameters for the response function, not required here.
- Returns:
- surprise
The model’s surprise given the input data.
- Parameters:
hgf (HGF)
- Return type:
float