![](https://blogs.sas.com/content/subconsciousmusings/files/2022/11/the-toruses-can-be-linearly-separated.png)
Efficient and automated bandwidth selection in SAS® PROC KPCA
The advantage of using SAS PROC KPCA is that you can preprocess your data so that you can classify groups with nonlinear classification boundaries.