We propose an alternative analysis of the microwave background temperature
anisotropy maps that is based on the study of the roughness of natural surf
aces. We apply it to large-angle anisotropies, such as those measured by th
e COBE Differential Microwave Radiometer (DMR). We show that for a large si
gnal-to-noise ratio experiment, the spectral index can be: determined indep
endently of the normalization. We then analyze the 4 yr COBE map and find t
hat for a flat Omega = 1 universe, the best-fitting value for the spectral
index is n = 1.15(-0.34)(+0.39) and for the amplitude is Q(rms-PS) = 14.1(-
3.5)(+3.9) mu K. For n = 1, the best-fitting normalization is Q(rms-PS)\(n=
1) = = 16.2(-1.3)(+1.4) mu K.