1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2020
Non-asymptotic bounds for stochastic optimization with biased noisy gradient oracles
Nirav Bhavsar, Prashanth L. A
We introduce biased gradient oracles to capture a setting where the function measurements have an estimation error that can be controlled through a batch size parameter. Our propos…
math.OC2018★ 1 cited
Random directions stochastic approximation with deterministic perturbations
Prashanth L A, Shalabh Bhatnagar, Nirav Bhavsar +2
We introduce deterministic perturbation schemes for the recently proposed random directions stochastic approximation (RDSA) [17], and propose new first-order and second-order algor…