Daniel@0: function s = logsumexpv(a)
Daniel@0: % Returns log(sum(exp(a)))  while avoiding numerical underflow.
Daniel@0: %
Daniel@0: % e.g., log(e^a1 + e^a2) = a1 + log(1 + e^(a2-a1)) if a1>a2
Daniel@0: % If a1 ~ a2, and a1>a2, then e^(a2-a1) is exp(small negative number),
Daniel@0: % which can be computed without underflow.
Daniel@0: 
Daniel@0: % Same as logsumexp, except we assume a is a vector.
Daniel@0: % This avoids a call to repmat, which takes 50% of the time!
Daniel@0: 
Daniel@0: a = a(:)'; % make row vector
Daniel@0: m = max(a);
Daniel@0: b = a - m*ones(1,length(a));
Daniel@0: s = m + log(sum(exp(b)));
Daniel@0: