We show, by studying in detail the market prices of options on liquid
markets, that the market has empirically corrected the simple, but ina
dequate Black-Scholes formula to account for two important statistical
features of asset fluctuations: ''fat tails'' and correlations in the
scale of fluctuations. These aspects, although not included in the pr
icing models, are very precisely reflected in the price fixed by the m
arket as a whole. Financial markets thus behave as rather efficient ad
aptive systems.