Thank you for your reply, mfb.
In fact I don't compare vectors with real numbers. In the notation \lambda\ge 0,\,\,\xi\ge 0,\,\,\,\,\,0\,\, is actually the 0 vector (that is all its components are 0).
I would also like to extend my question here. How to find the closed form solution of...