For many domains, however, using more sophisticated code matrices
can yield better results, at least in terms of error rate [1]. Although
we only conducted experiments using one-against-all, our
method is applicable to arbitrary code matrices. More experiments
are necessary to determine the best method for combining the binary
probability estimates in the general case. One open question
for future research is how to design an optimal code matrix for obtaining
accurate class membership probability estimates.