matthiasm@8: function m = sqdist(p, q, A) matthiasm@8: % SQDIST Squared Euclidean or Mahalanobis distance. matthiasm@8: % SQDIST(p,q) returns m(i,j) = (p(:,i) - q(:,j))'*(p(:,i) - q(:,j)). matthiasm@8: % SQDIST(p,q,A) returns m(i,j) = (p(:,i) - q(:,j))'*A*(p(:,i) - q(:,j)). matthiasm@8: matthiasm@8: % From Tom Minka's lightspeed toolbox matthiasm@8: matthiasm@8: [d, pn] = size(p); matthiasm@8: [d, qn] = size(q); matthiasm@8: matthiasm@8: if nargin == 2 matthiasm@8: matthiasm@8: pmag = sum(p .* p, 1); matthiasm@8: qmag = sum(q .* q, 1); matthiasm@8: m = repmat(qmag, pn, 1) + repmat(pmag', 1, qn) - 2*p'*q; matthiasm@8: %m = ones(pn,1)*qmag + pmag'*ones(1,qn) - 2*p'*q; matthiasm@8: matthiasm@8: else matthiasm@8: matthiasm@8: if isempty(A) | isempty(p) matthiasm@8: error('sqdist: empty matrices'); matthiasm@8: end matthiasm@8: Ap = A*p; matthiasm@8: Aq = A*q; matthiasm@8: pmag = sum(p .* Ap, 1); matthiasm@8: qmag = sum(q .* Aq, 1); matthiasm@8: m = repmat(qmag, pn, 1) + repmat(pmag', 1, qn) - 2*p'*Aq; matthiasm@8: matthiasm@8: end