The so-called process of split-cosine-bell tapering in Time Series is a recommended transformation of the series prior to the spectrum analysis. It usually leads to a reduction of leakage in the periodogram. The rational for this transformation is explained in detail in Bloomfield (1976, p. 80-94). In essence, a proportion (p) of the data at the beginning and at the end of the series is transformed via multiplication by the weights:

where m is chosen so that 2*m/N is equal to the proportion of data to be tapered (p).