Before revision:  We provide a convergence analysis of SP-BFGS, and present numerical results illustrating the performance of SP-BFGS  in the presence of noisy gradients .
After revision:  We provide a convergence analysis of SP-BFGS, and present numerical results illustrating the performance of SP-BFGS compared to BFGS in the presence of noisy gradients .