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作者:Bertsimas, Dimitris; Misic, Velibor V.
作者单位:Massachusetts Institute of Technology (MIT); Massachusetts Institute of Technology (MIT); University of California System; University of California Los Angeles
摘要:Decomposable Markov decision processes (MDPs) are problems where the stochastic system can be decomposed into multiple individual components. Although such MDPs arise naturally in many practical applications, they are often difficult to solve exactly due to the enormous size of the state space of the complete system, which grows exponentially with the number of components. In this paper, we propose an approximate solution approach to decomposable MDPs that is based on re-solving a fluid linear...
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作者:Bertsimas, Dimitris; Dunning, Iain
作者单位:Massachusetts Institute of Technology (MIT); Massachusetts Institute of Technology (MIT)
摘要:We present a new partition-and-bound method for multistage adaptive mixed-integer optimization (AMIO) problems that extends previous work on finite adaptability. The approach analyzes the optimal solution to a static (nonadaptive) version of an AMIO problem to gain insight into which regions of the uncertainty set are restricting the objective function value. We use this information to construct partitions in the uncertainty set, leading to a finitely adaptable formulation of the problem. We u...
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作者:Gkatzelis, Vasilis; Kollias, Konstantinos; Roughgarden, Tim
作者单位:Stanford University; Stanford University
摘要:Resource selection games provide a model for a diverse collection of applications where a set of resources is matched to a set of demands. Examples include routing in traffic and in telecommunication networks, service of requests on multiple parallel queues, and acquisition of services or goods with demand-dependent prices. In reality, demands are often submitted by selfish entities (players) and congestion on the resources results in negative externalities for their users. We consider a polic...
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作者:Alaei, Saeed; Jain, Kamal; Malekian, Azarakhsh
作者单位:Alphabet Inc.; Google Incorporated; University of Toronto
摘要:We present an exact characterization of utilities in competitive equilibria of two-sided matching markets in which the utility of each agent depends on the choice of partner and the terms of the partnership, potentially including monetary transfer. Examples of such markets include sellers and buyers or jobs and workers. Demange and Gale showed that the set of competitive equilibria in this type of market forms a complete lattice with each extreme point of the lattice representing an equilibriu...
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作者:Desir, Antoine; Goyal, Vineet; Wei, Yehua; Zhang, Jiawei
作者单位:Columbia University; Duke University; New York University; New York University; NYU Shanghai
摘要:Sparse process flexibility and the long chain have become important concepts in design flexible manufacturing systems. In this paper, we study the performance of the long chain in comparison to all designs with at most 2 n edges over n supply and n demand nodes. We show that, surprisingly, long chain is not always optimal in this class of networks even for i.i.d. demand distributions. In particular, we present a family of instances where a disconnected network with 2 n edges has a strictly bet...
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作者:Hu, Zhenyu; Chen, Xin; Hu, Peng
作者单位:National University of Singapore; University of Illinois System; University of Illinois Urbana-Champaign; Huazhong University of Science & Technology
摘要:We study a dynamic pricing problem of a firm facing reference price effects at an aggregate demand level, where demand is more sensitive to gains than losses. We find that even the myopic pricing strategy belongs to one type of discontinuous maps, which can exhibit complex dynamics over time. Our numerical examples show that, in general, the optimal pricing strategies may not admit any simple characterizations and the resulting reference price/price dynamics can be very complicated. We then sh...
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作者:Atkinson, Michael; Kress, Moshe; Lange, Rutger-Jan
作者单位:United States Department of Defense; United States Navy; Naval Postgraduate School; Vrije Universiteit Amsterdam; Erasmus University Rotterdam; Erasmus University Rotterdam - Excl Erasmus MC
摘要:We analyze a variant of the whereabouts search problem, in which a searcher looks for a target hiding in one of n possible locations. Unlike in the classic version, our searcher does not pursue the target by actively moving from one location to the next. Instead, the searcher receives a stream of intelligence about the location of the target. At any time, the searcher can engage the location he thinks contains the target or wait for more intelligence. The searcher incurs costs when he engages ...
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作者:Nazerzadeh, Hamid; Perakis, Georgia
作者单位:University of Southern California; Massachusetts Institute of Technology (MIT)
摘要:We analyze the equilibrium of an incomplete information game consisting of two capacity-constrained suppliers and a single retailer. The capacity of each supplier is her private information. Conditioned on their capacities, the suppliers simultaneously and noncooperatively offer quantity-price schedules to the retailer. Then, the retailer decides on the quantities to purchase from each supplier to maximize his own utility. We prove the existence of a (pure strategy) Nash equilibrium for this g...
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作者:Bensoussan, Alain; Jang, Bong-Gyu; Park, Seyoung
作者单位:University of Texas System; University of Texas Dallas; City University of Hong Kong; Pohang University of Science & Technology (POSTECH); National University of Singapore
摘要:We develop a new approach for solving the optimal retirement problem for an individual with an unhedgeable income risk. The income risk stems from a forced unemployment event, which occurs as an exponentially distributed random shock. The optimal retirement problem is to determine an individual's optimal consumption and investment behaviors and optimal retirement time simultaneously. We introduce a new convex-duality approach for reformulating the original retirement problem and provide an ite...
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作者:Elmachtoub, Adam N.; Levi, Retsef
作者单位:Columbia University; Massachusetts Institute of Technology (MIT)
摘要:We consider new online variants of supply chain management models, where in addition to production decisions, one also has to actively decide on which customers to serve. Specifically, customers arrive sequentially during a selection phase, and one has to decide whether to accept or reject each customer upon arrival. If a customer is rejected, then a lost-sales cost is incurred. Once the selection decisions are all made, one has to satisfy all the accepted customers with minimum possible produ...