Formula (11) in your paper.

[LYF14020510036]

Is ridge expression not linear regression plus L2 loss? Is this formula also ridge regression?

[kjunelee]

Eq. (11) is ridge regression in dual form. We can derive it from primal form by plugging in Eq (9).