{"product_id":"introduction-to-online-control-elad-hazan-9781009499668","title":"Introduction to Online Control","description":"This tutorial guide introduces online nonstochastic control, an emerging paradigm in control of dynamical systems and differentiable reinforcement learning that applies techniques from online convex optimization and convex relaxations to obtain new methods with provable guarantees for classical settings in optimal and robust control. In optimal control, robust control, and other control methodologies that assume stochastic noise, the goal is to perform comparably to an offline optimal strategy. In online control, both cost functions and perturbations from the assumed dynamical model are chosen by an adversary. Thus, the optimal policy is not defined a priori and the goal is to attain low regret against the best policy in hindsight from a benchmark class of policies. The resulting methods are based on iterative mathematical optimization algorithms and are accompanied by finite-time regret and computational complexity guarantees. This book is ideal for graduate students and researchers interested in bridging classical control theory and modern machine learning.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Elad Hazan,Karan Singh\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1009499661\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781009499668\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/28\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 171\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Elad Hazan","offers":[{"title":"Hardcover","offer_id":48113008443647,"sku":"9781009499668","price":60.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_84712746-1446-4d33-a3ae-2ea7cd9017f5.jpg?v=1769612436","url":"https:\/\/www.whiterainbookhouse.com\/products\/introduction-to-online-control-elad-hazan-9781009499668","provider":"WR Book House","version":"1.0","type":"link"}