Smoothing categorical variable
The variable can be smoothed using the A.smooth(T) or P.smooth(cn, T) functions, which can eliminate the influence of the value size after mapping to integers.
For example, smooth the “Ticket” variable in titanic data:
A |
|
1 |
=file("D://titanic.csv").import@qtc() |
2 |
=file("D://titanic_t.csv").import@qtc() |
3 |
=A1.smooth@ic("Ticket",A1.(Survived)) |
4 |
=A2.smooth@rc("Ticket",A3(2)) |
A1 Import the modeling data
A2 Import the prediction data
A3 Use P.smooth(cn, T) to smooth “Ticket”, return the smoothing result and the smoothing record Rec
A4 Smoothing is performed on the prediction set according to the smoothing record of A3
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