111 citations · 420 across the 100 of their papers we have counts for
4 papers · 1 filter
Tracking Moving Agents via Inexact Online Gradient Descent Algorithm
Amrit Singh Bedi, Paban Sarma, Ketan Rajawat
Multi-agent systems are being increasingly deployed in challenging environments for performing complex tasks such as multi-target tracking, search-and-rescue, and intrusion detecti…
Asynchronous Decentralized Stochastic Optimization in Heterogeneous Networks
Amrit Singh Bedi, Alec Koppel, Ketan Rajawat
We consider expected risk minimization in multi-agent systems comprised of distinct subsets of agents operating without a common time-scale. Each individual in the network is charg…
Asynchronous Incremental Stochastic Dual Descent Algorithm for Network Resource Allocation
Amrit S. Bedi, Ketan Rajawat
Stochastic network optimization problems entail finding resource allocation policies that are optimum on an average but must be designed in an online fashion. Such problems are ubi…
Network Resource Allocation via Stochastic Subgradient Descent: Convergence Rate
Amrit Singh Bedi, Ketan Rajawat
This paper considers a general stochastic resource allocation problem that arises widely in wireless networks, cognitive radio, networks, smart-grid communications, and cross-layer…