Abstract A novel predictive modeling framework for the spread of infectious diseases using high-dimensional partial differential equations is developed and implemented. scalar function representing infected population defined on a space its evolution over all directions described by balance equation (PBE). New infections are introduced among susceptible from non-quarantined based their interact...