Leaving out the article "the" seems to show familiarity or association as in to town, to church, to synagogue. By the same token, clinicians and medical staff often go to hospital and professor-types go to university.

In the city of Long Beach, local usage emphasizes the Long and not Beach like a tourist would. Local usage may be such that even if the coast line was once magnificent and long, it is now sadly a big storm drain.