Learning probabilistic models of connectivity from multiple spike train data.

The article reports on the research that assesses polysynaptic excitatory connectivity of spiking cortical neurons in the U.S. Researchers used dynamic Bayesian networks to measure neuronal circuits and how these circuits perform brain functions in complex coordinated firing patterns. They found that several network dynamics, like polychrony and syn-fire chains, exhibit excitatory networks.