A relativity postulate states the equivalence of rationalized systems
of units, constructed as power laws of the scale l. In a scale invaria
nt system, described by a random physical field phi, this relativity s
elects the set of similarity transformations coupling l and phi. Accep
table transformations are classified into six possible groups, accordi
ng to two dimensionless parameters: an exponent C characteristic of th
e physical system, and Lambda describing the small scale / large scale
symmetry breaking. Symmetry severely constrains the successive moment
s of phi, and hence the shape of its probability distribution. For ins
tance, the Newtonian case C/Lambda --> infinity corresponds to self-si
milar statistics, the ultra-relativistic case C/Lambda --> 0 to determ
inistic fields, and the case Lambda = 1 to a log-Poisson statistics. T
hese cases are applied to hydrodynamical turbulence in the companion p
aper.