Figure 1

Expert algorithm and RF decision trees. A right branch from a node represents "yes" and a left branch represents "no." a) Decision tree representation of expert algorithm to identify malaria deaths in child VAs (one-versus-all approach); b) Two random decision trees generated by RF to distinguish AIDS deaths from maternal sepsis deaths (one-versus-one approach).