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