242 citations · 1.7k across the 67 of their papers we have counts for
3 papers · 1 filter
Robust Rate-Maximization Game Under Bounded Channel Uncertainty
Amod J. G. Anandkumar, Animashree Anandkumar, Sangarapillai Lambotharan +1
We consider the problem of decentralized power allocation for competitive rate-maximization in a frequency-selective Gaussian interference channel under bounded channel uncertainty…
High Dimensional Structure Learning of Ising Models on Sparse Random Graphs
Animashree Anandkumar, Vincent Tan, Alan Willsky
We consider the problem of learning the structure of ferromagnetic Ising models Markov on sparse Erdos-Renyi random graph. We propose simple local algorithms and analyze their perf…
Distributed Algorithms for Learning and Cognitive Medium Access with Logarithmic Regret
Animashree Anandkumar, Nithin Michael, Ao Kevin Tang +1
The problem of distributed learning and channel access is considered in a cognitive network with multiple secondary users. The availability statistics of the channels are initially…