Output - Aster Analytics

Teradata Aster Analytics Foundation User Guide

Product
Aster Analytics
Release Number
6.21
Published
November 2016
Language
English (United States)
Last Update
2018-04-14
dita:mapPath
kiu1466024880662.ditamap
dita:ditavalPath
AA-notempfilter_pdf_output.ditaval
dita:id
B700-1021
lifecycle
previous
Product Category
Software

As explained in the description of the Intercept argument, the formula for computing the scaled value X' from the input value X when intercept is -min is:

X' = - scaledmin + 1 * (X - location)/scale

The formula for computing scaledmin when intercept is -min is:

scaledmin = (minX - location)/scale

For example, consider row 1 of the price column in the input table (Input) and the following output table:

  • Input value X = 42000
  • Minimum input price value minX = 42000
  • Maximum input price value maxX = 88500
  • location = (88500+42000)/2 = 65250
  • scale = (88500-42000)/2 = 23250
  • scaledmin = (42000 - 65250)/23250 = -1
  • Scaled output value X' = -(-1) + 1 * (42000 - 65250)/23250 = 0
Scale and ScaleMap Example 2 Output Table
id price lotsize bedrooms bathrms stories
1 0 1.55431754874652 2 0 0.666666666666667
3 0.32258064516129 0 2 0 0
4 0.795698924731183 2 2 0 0.666666666666667
5 0.817204301075269 1.83844011142061 0 0 0
6 1.03225806451613 0.612813370473538 2 0 0
8 1.16129032258065 0.612813370473538 2 0 1.33333333333333
9 1.79784946236559 0.969359331476323 2 0 0
10 2 1.35933147632312 2 2 2