24 citations · 24 across the 1 of their papers we have counts for
4 papers
Nonstochastic Bandits with Infinitely Many Experts
X. Flora Meng, Tuhin Sarkar, Munther A. Dahleh
We study the problem of nonstochastic bandits with expert advice, extending the setting from finitely many experts to any countably infinite set: A learner aims to maximize the tot…
Learning nonlinear dynamical systems from a single trajectory
Dylan J. Foster, Alexander Rakhlin, Tuhin Sarkar
We introduce algorithms for learning nonlinear dynamical systems of the form , where is a weight matrix, is a nonlinear link…
Data Driven Estimation of Stochastic Switched Linear Systems of Unknown Order
Tuhin Sarkar, Alexander Rakhlin, Munther A. Dahleh
We address the problem of learning the parameters of a mean square stable switched linear systems (SLS) with unknown latent space dimension, or \textit{order}, from its noisy input…
A Marketplace for Data: An Algorithmic Solution
Anish Agarwal, Munther Dahleh, Tuhin Sarkar
In this work, we aim to design a data marketplace; a robust real-time matching mechanism to efficiently buy and sell training data for Machine Learning tasks. While the monetizatio…