204 citations · 414 across the 37 of their papers we have counts for
6 papers · 1 filter
Online Convex Optimization with Long Term Constraints for Predictable Sequences
Deepan Muthirayan, Jianjun Yuan, Pramod P. Khargonekar
In this paper, we investigate the framework of Online Convex Optimization (OCO) for online learning. OCO offers a very powerful online learning framework for many applications. In…
Competing Bandits in Time Varying Matching Markets
Deepan Muthirayan, Chinmay Maheshwari, Pramod P. Khargonekar +1
We study the problem of online learning in two-sided non-stationary matching markets, where the objective is to converge to a stable match. In particular, we consider the setting w…
Change Point Detection Approach for Online Control of Unknown Time Varying Dynamical Systems
Deepan Muthirayan, Ruijie Du, Yanning Shen +1
We propose a novel change point detection approach for online learning control with full information feedback (state, disturbance, and cost feedback) for unknown time-varying dynam…
Meta-Learning Online Control for Linear Dynamical Systems
Deepan Muthirayan, Dileep Kalathil, Pramod P. Khargonekar
In this paper, we consider the problem of finding a meta-learning online control algorithm that can learn across the tasks when faced with a sequence of (similar) control tasks…
Mixed-Precision Neural Networks: A Survey
Mariam Rakka, Mohammed E. Fouda, Pramod Khargonekar +1
Mixed-precision Deep Neural Networks achieve the energy efficiency and throughput needed for hardware deployment, particularly when the resources are limited, without sacrificing a…
Optimal Storage and Solar Capacity of a Residential Household under Net Metering and Time-of-Use Pricing
Victor Sam Moses Babu K., Pratyush Chakraborty, Enrique Baeyens +1
Incentive programs and ongoing reduction in costs are driving joint installation of solar PV panels and storage systems in residential households. There is a need for optimal inves…