49 citations · 49 across the 2 of their papers we have counts for
3 papers
Consistent Online Gaussian Process Regression Without the Sample Complexity Bottleneck
Alec Koppel, Hrusikesha Pradhan, Ketan Rajawat
Gaussian processes provide a framework for nonlinear nonparametric Bayesian inference widely applicable across science and engineering. Unfortunately, their computational burden sc…
Adaptive Kernel Learning in Heterogeneous Networks
Hrusikesha Pradhan, Amrit Singh Bedi, Alec Koppel +1
We consider learning in decentralized heterogeneous networks: agents seek to minimize a convex functional that aggregates data across the network, while only having access to their…
Sensing-Throughput Tradeoff in Cognitive Radio With Random Arrivals and Departures of Multiple Primary Users
Hrusikesha Pradhan, Sanket S. Kalamkar, Adrish Banerjee
This letter analyzes the sensing-throughput tradeoff for a secondary user (SU) under random arrivals and departures of multiple primary users (PUs). We first study the case where P…