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作者:Rivera Letelier, Orlando; Espinoza, Daniel; Goycoolea, Marcos; Moreno, Eduardo; Munoz, Gonzalo
作者单位:Universidad Adolfo Ibanez; Alphabet Inc.; Google Incorporated; Universidad Adolfo Ibanez; Universidad Adolfo Ibanez; Universidad de O'Higgins
摘要:Given a discretized representation of an ore body known as a block model, the open pit mining production scheduling problem that we consider consists of defining which blocks to extract, when to extract them, and how or whether to process them, in such a way as to comply with operational constraints and maximize net present value. Although it has been established that this problem can be modeled with mixed-integer programming, the number of blocks used to represent real-world mines (millions) ...
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作者:Boutilier, Justin J.; Chan, Timothy C. Y.
作者单位:University of Wisconsin System; University of Wisconsin Madison; University of Toronto
摘要:The lack of emergency medical transportation is viewed as the main barrier to the access and availability of emergency medical care in low- and middle-income countries (LMICs). In this paper, we present a robust optimization approach to optimize both the location and routing of emergency response vehicles, accounting for uncertainty in travel times and spatial demand characteristic of LMICs. We traveled to Dhaka, Bangladesh, the sixth largest and third most densely populated city in the world,...
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作者:Ebert, Sebastian
作者单位:Frankfurt School Finance & Management; Tilburg University
摘要:This article gives a comprehensive treatment of preferences regarding time risk-the risk of something happening sooner or later-within the expected discounted utility model. We characterize the signs of the discount function's derivatives of all orders and show how these signs are decisive for time risk preferences. We introduce the notions of prudent and temperate discounting and illustrate their importance for economic behavior. Several applications in which an important event is only a matt...
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作者:Katehakis, Michael N.; Yang, Jian; Zhou, Tingting
作者单位:Rutgers University System; Rutgers University New Brunswick; Rutgers University Newark; College of Charleston
摘要:We study adaptive policies that handle dynamic inventory and price controls when the random demand for discrete nonperishable items is unknown. Pure inventory control is achieved by targeting newsvendor ordering quantities that correspond to empirical demand distributions learned over time. On this basis we conduct the more complex joint inventory-price control, where demand-affecting prices await to be evaluated as well. We identify policies that strive to balance between exploration and expl...
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作者:Sainathan, Arvind
作者单位:Nanyang Technological University
摘要:Time is often used as a differentiating factor in several service operations contexts by service providers (SPs) who prioritize their customers. We use a three-stage game to investigate the competition between two SPs providing service with relatively low utilization to impatient and patient customers. In the first stage, the SPs decide whether to offer single service in which customers are seen on a first-come-first-serve basis or differentiated service with prioritization. In the second stag...
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作者:Mintz, Yonatan; Aswani, Anil; Kaminsky, Philip; Flowers, Elena; Fukuoka, Yoshimi
作者单位:University System of Georgia; Georgia Institute of Technology; University of California System; University of California Berkeley; University of California System; University of California San Francisco; University of California System; University of California San Francisco
摘要:Many settings involve sequential decision making where a set of actions can be chosen at each time step, each action provides a stochastic reward, and the distribution for the reward provided by each action is initially unknown. However, frequent selection of a specific action may reduce the expected reward for that action, whereas abstaining from choosing an action may cause its expected reward to increase. Such nonstationary phenomena are observed in many real-world settings such as personal...
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作者:Yu, Yimin; Kong, Xiangyin
作者单位:City University of Hong Kong; Chinese Academy of Sciences; University of Science & Technology of China, CAS
摘要:We consider incentive compensation where the firm has ambiguity on the effort-contingent output distribution: The parameters of the output probability distribution are in an ellipsoidal uncertainty set. The firm evaluates any contract by its worst-case performance over all possible parameters in the uncertainty set. Similarly, the incentive compatible condition for the agent must hold for all possible parameters in the uncertainty set. The firm is financially risk neutral and the agent has lim...
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作者:Han, Weidong; Powell, Warren B.
作者单位:Princeton University
摘要:We consider an optimal learning problem where we are trying to learn a function that is nonlinear in unknown parameters in an online setting. We formulate the problem as a dynamic program, provide the optimality condition using Bellman's equation, and propose a multiperiod lookahead policy to overcome the nonconcavity in the value of information. We adopt a sampled belief model, which we refer to as a discrete prior. For an infinite-horizon problem with discounted cumulative rewards, we prove ...
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作者:Misic, Velibor V.
作者单位:University of California System; University of California Los Angeles
摘要:Tree ensemble models such as random forests and boosted trees are among the most widely used and practically successful predictive models in applied machine learning and business analytics. Although such models have been used to make predictions based on exogenous, uncontrollable independent variables, they are increasingly being used to make predictions where the independent variables are controllable and are also decision variables. In this paper, we study the problem of tree ensemble optimi...
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作者:Wang, Kai; Jacquillat, Alexandre
作者单位:Massachusetts Institute of Technology (MIT)
摘要:Air traffic management measures comprise tactical operating procedures to minimize delay costs and strategic scheduling interventions to control overcapacity scheduling. Although interdependent, these problems have been treated in isolation. This paper proposes an integrated model of scheduling and operations in airport networks that jointly optimizes scheduling interventions and ground-holding operations across airports networks under operating uncertainty. It is formulated as a two-stage sto...