The estimation of P (.|w) is made possible by introducing a set of latent variables, alignments, that correspond to the possible mappings between words and features in a given utterance-scene pair.
when incrementally adding or updating a word's connections in the network, the model only looks at a subset of words rather than comparing the target word to all the nodes in the network.