The $\epsilon$-insensitive objective is

An equivalent expression can be formed using a slack variable.

Switching to vector notation, where $x_{i}$ are the columns of $X$, the Lagrangian is

Minimising with respect to the primal variables,

The dual problem is therefore

which is equivalent to

with the solution given $w = X \upsilon$.