Location and Scale for Statistical Methods - Teradata Vantage

Machine Learning Engine Analytic Function Reference

Product
Teradata Vantage
Release Number
9.02
9.01
2.0
1.3
Published
February 2022
Language
English (United States)
Last Update
2022-02-10
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B700-4003
lifecycle
previous
Product Category
Teradata Vantage™

Two important parameters in scaling are location and scale. The values that the function uses for location and scale depend on the ScaleMethod syntax element value, as the following table shows. In the table, X represents an input column, and Xmean, minX, and maxX are the mean, minimum, and maximum values of the column X.

ScaleMethod Location Scale
mean Xmean 1
sum 0 Σ X
ustd 0 Standard deviation, calculated according to biased estimator of variance.
std Xmean Standard deviation, calculated according to unbiased estimator of variance.
range minX maxX - minX
midrange (maxX+minX)/2 (maxX - minX)/2
maxabs 0 Maximum of absolute value of X.