90 citations · 506 across the 51 of their papers we have counts for
4 papers · 2 filters
How to Query An Oracle? Efficient Strategies to Label Data
Farshad Lahouti, Victoria Kostina, Babak Hassibi
We consider the basic problem of querying an expert oracle for labeling a dataset in machine learning. This is typically an expensive and time consuming process and therefore, we s…
Online estimation and control with optimal pathlength regret
Gautam Goel, Babak Hassibi
A natural goal when designing online learning algorithms for non-stationary environments is to bound the regret of the algorithm in terms of the temporal variation of the input seq…
Finite-time System Identification and Adaptive Control in Autoregressive Exogenous Systems
Sahin Lale, Kamyar Azizzadenesheli, Babak Hassibi +1
Autoregressive exogenous (ARX) systems are the general class of input-output dynamical systems used for modeling stochastic linear dynamical systems (LDS) including partially obser…
Regret-optimal Estimation and Control
Gautam Goel, Babak Hassibi
We consider estimation and control in linear time-varying dynamical systems from the perspective of regret minimization. Unlike most prior work in this area, we focus on the proble…