Either is used before a singular noun. Use a singular verb after it. (Eg. Either explanation is reasonable.)
Either of is used before a plural noun or pronoun. Informal speech and writing, use a singular verb: (Eg. Has either of them called yet?) In informal speech and writing, you can use a plural verb: (Eg. Have either of them called yet?)