% PERMUTATION : Helpful notes on permutation matrices and vectors. % % % There are two ways to represent permutations in Matlab. % % A *permutation matrix* is a square matrix P that is zero except for exactly % one 1 in each row and each column. A *permutation vector* is a 1 by n % or n by 1 vector p that contains each of the integers 1:n exactly once. % % % Let A be any n by n matrix, P be an n by n permutation matrix, and p be % a permutation vector of length n. Then: % % P*A is a permutation of the rows of A. % A*P' is the same permutation of the columns of A. Remember the transpose! % % A(p,:) is a permutation of the rows of A. % A(:,p) is the same permutation of the columns of A. % % % Matrix P and column vector p represent the same permutation if and only if % any of the following three equivalent conditions holds: % % p = P*(1:n)' or P = sparse(1:n,p,1,n,n) or P = I(p,:), % % where I = speye(n,n) is the identity matrix of the right size. % % % The inverse of a permutation matrix is its transpose: % % Pinv = inv(P) = P' % % The inverse of a permutation vector can be computed by a one-liner: % % pinv(p) = 1:n; % % (This works only if pinv doesn't already exist, or exists with the correct % dimensions. To be safe, say: pinv=zeros(1,n); pinv(p)=1:n; ) % % % Products of permutations go one way for matrices and the other way for % vectors. If P1, P2, and P3 are permutation matrices and p1, p2, and p3 % are the corresponding permutation vectors, then % % P1 = P2 * P3 if and only if p1 = p3(p2). % % % Permutation vectors are a little more compact to store and efficient % to apply than sparse permutation matrices (and much better than full % permutation matrices). A sparse permutation matrix takes about twice % the memory of a permutation vector. The Matlab function LU returns % a permutation matrix (sparse if the input was sparse); most other % built-in Matlab functions return permutation vectors, including % SYMRCM, SYMMMD, COLAMD, DMPERM, and ETREE. % John Gilbert, 6 April 1995 % Copyright (c) 1995 by Xerox Corporation. All rights reserved. help permutation