3 citations · 6 across the 8 of their papers we have counts for
3 papers · 1 filter
Simultaneous Perturbation Methods for Adaptive Labor Staffing in Service Systems
L. A. Prashanth, H. L. Prasad, Nirmit Desai +2
Service systems are labor intensive due to the large variation in the tasks required to address service requests from multiple customers. Aligning the staffing levels to the foreca…
Two Timescale Convergent Q-learning for Sleep--Scheduling in Wireless Sensor Networks
Prashanth L. A., Abhranil Chatterjee, Shalabh Bhatnagar
In this paper, we consider an intrusion detection application for Wireless Sensor Networks (WSNs). We study the problem of scheduling the sleep times of the individual sensors to m…
Concentration bounds for temporal difference learning with linear function approximation: The case of batch data and uniform sampling
L. A. Prashanth, Nathaniel Korda, Rémi Munos
We propose a stochastic approximation (SA) based method with randomization of samples for policy evaluation using the least squares temporal difference (LSTD) algorithm. Our propos…