34 citations · 100 across the 12 of their papers we have counts for
3 papers · 1 filter
Penalised FTRL With Time-Varying Constraints
Douglas J. Leith, George Iosifidis
In this paper we extend the classical Follow-The-Regularized-Leader (FTRL) algorithm to encompass time-varying constraints, through adaptive penalization. We establish sufficient c…
Lazy Lagrangians with Predictions for Online Learning
Daron Anderson, George Iosifidis, Douglas J. Leith
We consider the general problem of online convex optimization with time-varying additive constraints in the presence of predictions for the next cost and constraint functions. A no…
Selective Edge Computing for Mobile Analytics
Apostolos Galanopoulos, George Iosifidis, Theodoros Salonidis +1
An increasing number of mobile applications rely on Machine Learning (ML) routines for analyzing data. Executing such tasks at the user devices saves the energy spent on transmitti…