Before revision:  Unfortunately, full observations of the dynamics are rarely available. As a result, standard approaches such as maximum likelihood quickly become intractable for large network instances.
After revision:  Unfortunately, full observations of the dynamics are not available, and standard approaches such as maximum likelihood quickly become intractable for large network instances.