Spectral methods explicitly construct word co-occurrence moments as statistically unbiased estimators, providing alternatives to the probabilistic algorithms via moment-matching.
figure 2 shows that running only 5 iterations of AP or DR sufficiently rectifies C, and 15-20 iterations yields almost identical results to 150 iterations.