Lp_regularization

KGE.constraint.Lp_regularization(X, p, axis)[source]

Standard Lp-regularization

The standard Lp-regularization:

..math ::
regularization ~ term =

sum left| X right|_p^p

Parameters

  • X (tf.Tensor) – Tensor to be regularized

  • p (int) – p-norm

  • axis (int or tuple) – along what axis

Returns

constraint term

Return type

tf.Tensor