Random Directions

• 1D

f(\alpha, \beta) = L(\theta^{*}+ \alpha \delta)

- 2D - $$ f(\alpha, \beta) = L(\theta^{*}+ \alpha \delta + \beta \eta)

• $\theta ,\eta$ are random direction vector and ${\theta }^{\ast }$ is optimal weights vector