633 citations · 1.5k across the 68 of their papers we have counts for
5 papers · 1 filter
Distributed Learning Algorithms for Spectrum Sharing in Spatial Random Access Wireless Networks
Kobi Cohen, Angelia Nedich, R. Srikant
We consider distributed optimization over orthogonal collision channels in spatial random access networks. Users are spatially distributed and each user is in the interference rang…
Algorithms with Logarithmic or Sublinear Regret for Constrained Contextual Bandits
Huasen Wu, R. Srikant, Xin Liu +1
We study contextual bandits with budget and time constraints, referred to as constrained contextual bandits.The time and budget constraints significantly complicate the exploration…
Queue Length Behavior in a Switch under the MaxWeight Algorithm
Siva Theja Maguluri, R. Srikant
We consider a switch operating under the MaxWeight scheduling algorithm, under any traffic pattern such that all the ports are loaded. This system is interesting to study since the…
Scheduling Storms and Streams in the Cloud
Javad Ghaderi, Sanjay Shakkottai, R Srikant
Motivated by emerging big streaming data processing paradigms (e.g., Twitter Storm, Streaming MapReduce), we investigate the problem of scheduling graphs over a large cluster of se…
Clustering and Inference From Pairwise Comparisons
Rui Wu, Jiaming Xu, R. Srikant +3
Given a set of pairwise comparisons, the classical ranking problem computes a single ranking that best represents the preferences of all users. In this paper, we study the problem…