incerto.bayesian.mutual_information

incerto.bayesian.mutual_information#

incerto.bayesian.mutual_information(predictions)[source]#

Compute mutual information (epistemic uncertainty).

I[y;θ|x] = H[y|x] - E_θ[H[y|x,θ]]

This measures the information gained about the prediction by observing the model parameters.

Parameters:

predictions (Tensor) – Tensor of shape (num_samples, batch_size, num_classes)

Return type:

Tensor

Returns:

Mutual information of shape (batch_size,)