Learning and inference in a nonequilibrium Ising model with hidden nodes
Learning and inference in a nonequilibrium Ising model with hidden nodes
We study inference and reconstruction of couplings in a partially observed kinetic Ising model. With hidden spins, calculating the likelihood of a sequence of observed spin configurations requires performing a trace over the configurations of the hidden ones. This, as we show, can be represented as a path integral. Using …