The function scaleFreeFitIndex calculates several indices (fitting statistics) for evaluating scale free topology fit. The input is a vector (of connectivities) k. Next k is discretized into nBreaks number of equal-width bins. Let's denote the resulting vector dk. The relative frequency for each bin is denoted p.dk.
scaleFreeFitIndex(k, nBreaks = 10, removeFirst = FALSE)numeric vector whose components contain non-negative values
positive integer. This determines the number of equal width bins.
logical. If TRUE then the first bin will be removed.
Data frame with columns
the model fitting index (R.squared) from the following model lm(log.p.dk ~ log.dk)
the slope estimate from model lm(log(p(k))~log(k))
the adjusted R.squared measure from the truncated exponential model given by lm2 = lm(log.p.dk ~ log.dk + dk).