∆θ and ∆U ) during each update but does not include any overall regularization.
we then obtain parameter increments ∆θ and ∆U by solving min ∆θ, ∆U, ξ≥0 In this way, the optimization problem attempts to keep the parameter change as small as possible, while forcing it to achieve mostly zero loss on this single instance.