Our main purpose in this paper is to derive the generalized equilibrium rel
ationship between risk and return under the assumption that the asset retur
ns follow a joint symmetric a-stable distribution, with 1 < alpha < 2. In o
rder to justify such an investigation, we start by empirically evidencing t
he fractal structure of stocks market through extensive tests of self-simil
arity and stability. These tests allow us to model price changes with a-sta
ble distributions. We then show that equilibrium rates of return on all ris
ky assets are functions of their covariation with the market portfolio. The
"stable" CAPM highlights a new measure of the quantity of risk which may b
e interpreted as a generalized beta coefficient.