\displaystyle  \ln W_{T+1} \leq \ln n - \left(\sum_{t=1}^T \epsilon \langle \ell_t , x_t \rangle \right) + \left( \sum_{t=1}^T\epsilon^2 \langle \ell_t^2 x_t\rangle \right) 