2 papers
stat.ML2020
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…
math.OC2019
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…