function [scenarios, log_probs] = enumerate_scenarios(bnet, evidence) % ENUMERATE_SCENARIOS Enumerate all assignments, and return the prob. of the non-zeros ones % function [scenarios, log_probs] = enumerate_scenarios(bnet, evidence) assert(isempty(bnet.cnodes)); n = length(bnet.dag); observed = ~isemptycell(evidence); vals = cat(1,evidence{observed}); vals = vals(:)'; ns = bnet.node_sizes; log_probs = []; scenarios = []; for i=1:prod(ns) inst = ind2subv(ns, i); % i'th instantiation if isempty(vals) | inst(observed) == vals % agrees with evidence ll = log_lik_complete(bnet, num2cell(inst(:))); log_probs = [log_probs ll]; scenarios = [scenarios(:)' inst]; end end