Large sample results for certain U-statistics, and related statistics, of b
inary dependent random variables are studied. The class of U-statistics inc
lude partial sums and polynomials of partial sums of a sequence of random v
ariables. A very wide range of limit results are found. The form of the lim
it result can depend substantially on the magnitude of the appropriate norm
alizing sequence for the sum. Unexpectedly, the nature of the limit result
also depends significantly on whether the degree of the U-statistic is even
or odd. It is shown that dependence is a major factor contributing to this
result. The limit results are illustrated with reference to a simple dynam
ic sequence of binary variables and a reinforced random walk.