Almost difference sets have interesting applications in cryptography and co
ding theory. In this paper, we give a well-rounded treatment of known famil
ies of almost difference sets, establish relations between some difference
sets and some almost difference sets, and determine the numerical multiplie
r group of some families of almost difference sets. We also construct six n
ew classes of almost difference sets, and four classes of binary sequences
of period n equivalent to 0 (mod 4) with optimal autocorrelation. We have a
lso obtained two classes of relative difference sets and four classes of di
visible difference sets (DDSs). We also point out that a result due to Jung
nickel can be used to construct almost difference sets and sequences of per
iod 4l with optimal autocorrelation.