I had the same reaction. The whole time I was expecting a paragraph to explain why this is fundamentally different from binary classification techniques like SV

I had the same reaction. The whole time I was expecting a paragraph to explain why this is fundamentally different from binary classification techniques like SVM, which explicitly uses a hyperplane in high-dimensional space to divide the classes.