We argue that arbitrage-pricing theories (APT) imply the existence of
a low-dimensional nonnegative nonlinear pricing kernel. In contrast to
standard constructs of the APT, we do not assume a linear factor stru
cture on the payoffs. This allows us to price both primitive and deriv
ative securities. Semi-nonparametric techniques are used to estimate t
he pricing kernel and test the theory. Empirical results using size-ba
sed portfolio returns and yields on bonds reject the nested capital as
set-pricing model and linear APT and support the nonlinear APT. Diagno
stics show that the nonlinear model is more capable of explaining vari
ations in small firm returns.