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:
Item | Value |
---|---|
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 |
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 |