function L = log_prob_node(CPD, self_ev, pev) % LOG_PROB_NODE Compute sum_m log P(x(i,m)| x(pi_i,m), theta_i) for node i (discrete) % L = log_prob_node(CPD, self_ev, pev) % % self_ev(m) is the evidence on this node in case m. % pev(i,m) is the evidence on the i'th parent in case m (if there are any parents). % (These may also be cell arrays.) [P, p] = prob_node(CPD, self_ev, pev); % P may underflow, so we use p tiny = exp(-700); p = p + (p==0)*tiny; % replace 0s by tiny L = sum(log(p));