tf.linalg.LinearOperatorCirculant

LinearOperator acting like a circulant matrix.

Inherits From: LinearOperator, Module

This operator acts like a circulant matrix A with shape [B1,...,Bb, N, N] for some b >= 0. The first b indices index a batch member. For every batch index (i1,...,ib), A[i1,...,ib, : :] is an N x N matrix. This matrix A is not materialized, but for purposes of broadcasting this shape will be relevant.

Description in terms of circulant matrices

Circulant means the entries of A are generated by a single vector, the convolution kernel h: A_{mn} := h_{m-n mod N}. With h = [w, x, y, z],

A = |w z y x|
    |x w z y|
    |y x w z|
    |z y x w|

This means