By default, the variables are centered and scaled to have mean 0 and standard deviation 1. Without centering, both the mean
variable value and the variation around that mean are involved in selecting principal component loadings. Scaling serves to
place all process variables on an equal footing relative to their variation in the data. For example, if Time
and Temp
are two of the process variables, then scaling says that a change of in Time
is roughly equivalent to a change of in Temp
.
The formulas that are used to compute the variation in the different centering and scaling cases are defined in the section “Definitional Formulas” in Appendix A: Special SAS Data Sets in SAS/STAT 12.1 User's Guide. The definitional formula that is used when either the NOSCALE or COV option is specified is the COV formula. The definitional formula that is used when the NOCENTER option is specified is the UCORR formula. The definitional formula that is used when both the NOCENTER and NOSCALE options are specified is the UCOV formula. The default definitional formula, when no centering or scaling options are specified, is the CORR formula.