research
∙
02/23/2023
Dynamic Regret Analysis of Safe Distributed Online Optimization for Convex and Non-convex Problems
This paper addresses safe distributed online optimization over an unknow...
share
research
∙
07/03/2022
Distributed Online System Identification for LTI Systems Using Reverse Experience Replay
Identification of linear time-invariant (LTI) systems plays an important...
research
∙
05/15/2021
Regret Analysis of Distributed Online LQR Control for Unknown LTI Systems
Online learning has recently opened avenues for rethinking classical opt...
research
∙
09/29/2020
Distributed Online Linear Quadratic Control for Linear Time-invariant Systems
Classical linear quadratic (LQ) control centers around linear time-invar...
research
∙
06/06/2020
Unconstrained Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems
The regret bound of dynamic online learning algorithms is often expresse...
research
∙
02/12/2020
A Random-Feature Based Newton Method for Empirical Risk Minimization in Reproducing Kernel Hilbert Space
In supervised learning using kernel methods, we encounter a large-scale ...
research
∙
10/08/2018