It would be worthwhile to investigate applying some of the more sophisticated ensemble learning techniques which have been proposed in the literature (Dietterich, 1997).
boosting (Schapire, 1999;Abney et al., 1999) offers the possibility of achieving high accuracy from a collection of classifiers which individually perform quite poorly.