wolffd@0: function m = sqdist(p, q, A) wolffd@0: % SQDIST Squared Euclidean or Mahalanobis distance. wolffd@0: % SQDIST(p,q) returns m(i,j) = (p(:,i) - q(:,j))'*(p(:,i) - q(:,j)). wolffd@0: % SQDIST(p,q,A) returns m(i,j) = (p(:,i) - q(:,j))'*A*(p(:,i) - q(:,j)). wolffd@0: wolffd@0: % From Tom Minka's lightspeed toolbox wolffd@0: wolffd@0: [d, pn] = size(p); wolffd@0: [d, qn] = size(q); wolffd@0: wolffd@0: if nargin == 2 wolffd@0: wolffd@0: pmag = sum(p .* p, 1); wolffd@0: qmag = sum(q .* q, 1); wolffd@0: m = repmat(qmag, pn, 1) + repmat(pmag', 1, qn) - 2*p'*q; wolffd@0: %m = ones(pn,1)*qmag + pmag'*ones(1,qn) - 2*p'*q; wolffd@0: wolffd@0: else wolffd@0: wolffd@0: if isempty(A) | isempty(p) wolffd@0: error('sqdist: empty matrices'); wolffd@0: end wolffd@0: Ap = A*p; wolffd@0: Aq = A*q; wolffd@0: pmag = sum(p .* Ap, 1); wolffd@0: qmag = sum(q .* Aq, 1); wolffd@0: m = repmat(qmag, pn, 1) + repmat(pmag', 1, qn) - 2*p'*Aq; wolffd@0: wolffd@0: end