Browsing MIT Open Access Articles by Author "Iancu, Dan Andrei"
Now showing items 1-3 of 3
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A hierarchy of policies for adaptive optimization
Iancu, Dan Andrei; Parrilo, Pablo A.; Bertsimas, Dimitris J (Institute of Electrical and Electronics Engineers (IEEE), 2011-08)In this paper, we propose a new tractable framework for dealing with linear dynamical systems affected by uncertainty, applicable to multistage robust optimization and stochastic programming. We introduce a hierarchy of ... -
Monitoring with Limited Information
Iancu, Dan Andrei; Trichakis, Nikolaos; Yoon, Do Young (Institute for Operations Research and the Management Sciences (INFORMS), 2020-10)We consider a system with an evolving state that can be stopped at any time by a decision maker (DM), yielding a state-dependent reward. The DM does not observe the state except for a limited number of monitoring times, ... -
Optimality of Affine Policies in Multi-stage Robust Optimization
Bertsimas, Dimitris J.; Iancu, Dan Andrei; Parillo, Pablo A. (Institute for Operations Research and the Management Sciences, 2010-05)In this paper, we prove the optimality of disturbance-affine control policies in the context of one-dimensional, constrained, multistage robust optimization. Our results cover the finite-horizon case, with minimax (worst-case) ...