function marginal = marginal_nodes(engine, nodes, t, add_ev) % MARGINAL_NODES Compute the marginal on the specified query nodes (hmm) % marginal = marginal_nodes(engine, nodes, t, add_ev) % % 't' specifies the time slice of the earliest node in 'nodes'. % 'nodes' cannot span more than 2 time slices. % % Example: % Consider a DBN with 2 nodes per slice. % Then t=2, nodes=[1 3] refers to node 1 in slice 2 and node 1 in slice 3, % i.e., nodes 3 and 5 in the unrolled network, if nargin < 3, t = 1; end if nargin < 4, add_ev = 0; end bnet = bnet_from_engine(engine); ss = length(bnet.intra); if all(nodes <= ss) bigpot = engine.one_slice_marginal{t}; else bigpot = engine.two_slice_marginal{t}; end nodes = nodes + (t-1)*ss; marginal = pot_to_marginal(marginalize_pot(bigpot, nodes, engine.maximize)); if add_ev marginal = add_ev_to_dmarginal(marginal, engine.evidence, engine.node_sizes); end