7 citations · 43 across the 68 of their papers we have counts for
7 papers · 1 filter
Learning to Optimize Energy Efficiency in Energy Harvesting Wireless Sensor Networks
Debamita Ghosh, Manjesh K. Hanawal, Nikola Zlatanov
We study wireless power transmission by an energy source to multiple energy harvesting nodes with the aim to maximize the energy efficiency. The source transmits energy to the node…
Online Algorithm for Unsupervised Sequential Selection with Contextual Information
Arun Verma, Manjesh K. Hanawal, Csaba Szepesvári +1
In this paper, we study Contextual Unsupervised Sequential Selection (USS), a new variant of the stochastic contextual bandits problem where the loss of an arm cannot be inferred f…
Thompson Sampling for Unsupervised Sequential Selection
Arun Verma, Manjesh K. Hanawal, Nandyala Hemachandra
Thompson Sampling has generated significant interest due to its better empirical performance than upper confidence bound based algorithms. In this paper, we study Thompson Sampling…
Stochastic Network Utility Maximization with Unknown Utilities: Multi-Armed Bandits Approach
Arun Verma, Manjesh K. Hanawal
In this paper, we study a novel Stochastic Network Utility Maximization (NUM) problem where the utilities of agents are unknown. The utility of each agent depends on the amount of…
Distributed Learning in Ad-Hoc Networks: A Multi-player Multi-armed Bandit Framework
Sumit J. Darak, Manjesh K. Hanawal
Next-generation networks are expected to be ultra-dense with a very high peak rate but relatively lower expected traffic per user. For such scenario, existing central controller ba…
Learning and Fairness in Energy Harvesting: A Maximin Multi-Armed Bandits Approach
Debamita Ghosh, Arun Verma, Manjesh K. Hanawal
Recent advances in wireless radio frequency (RF) energy harvesting allows sensor nodes to increase their lifespan by remotely charging their batteries. The amount of energy harvest…
Regret of Age-of-Information Bandits
Santosh Fatale, Kavya Bhandari, Urvidh Narula +2
We consider a system with a single source that measures/tracks a time-varying quantity and periodically attempts to report these measurements to a monitoring station. Each update f…