This book develops and details a rigorous, canonical modeling approach for analyzing spatio-temporal brain wave dynamics. While there is a substantial amount of literature on the use of stationary analyses for brain waves, relatively less work has considered real-time estimation and imaging of brain waves from noninvasive measurements.