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作者:Wang, Zizhuo
作者单位:University of Minnesota System; University of Minnesota Twin Cities
摘要:We consider the dynamic pricing problem a monopolistic seller faces when customers arrive in heterogeneous time periods and their purchase decisions are affected by reference prices formed from their past observations of prices. We illustrate that a new form of price discrimination opportunity exists in such situations, where the seller's optimal pricing strategy is a cyclic one, even when the customers are loss-neutral and their demand functions are identical. This result differs from those o...
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作者:Xie, Jing; Frazier, Peter I.; Chick, Stephen E.
作者单位:Cornell University; INSEAD Business School
摘要:This paper addresses discrete optimization via simulation. We show that allowing for both a correlated prior distribution on the means (e.g., with discrete Kriging models) and sampling correlation (e.g., with common random numbers, or CRN) can significantly improve the ability to quickly identify the best alternative. These two correlations are brought together for the first time in a highly sequential knowledge-gradient sampling algorithm, which chooses points to sample using a Bayesian value...
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作者:Federgruen, Awi; Hu, Ming
作者单位:Columbia University; University of Toronto
摘要:We analyze a general model in which, at each echelon of the supply process, an arbitrary number of firms compete, offering one or multiple products to some or all of the firms at the next echelon, with firms at the most downstream echelon selling to the end consumer. At each echelon, the offered products are differentiated and the firms belonging to this echelon engage in price competition. The model assumes a general set of piecewise linear consumer demand functions for all products (potentia...
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作者:Lobel, Ilan; Sadler, Evan
作者单位:New York University
摘要:We study a sequential model of Bayesian social learning in networks in which agents have heterogeneous preferences, and neighbors tend to have similar preferences-a phenomenon known as homophily. We find that the density of network connections determines the impact of preference diversity and homophily on learning. When connections are sparse, diverse preferences are harmful to learning, and homophily may lead to substantial improvements. In contrast, in a dense network, preference diversity i...
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作者:Pioro, Michal; Fouquet, Yoann; Nace, Dritan; Poss, Michael
作者单位:Warsaw University of Technology; Lund University; Sorbonne Universite; Universite de Technologie de Compiegne; Universite de Montpellier
摘要:Flow thinning (FT) is a concept of a traffic routing and protection strategy applicable to communication networks with variable capacity of links. In such networks, the links do not attain their nominal (maximum) capacity simultaneously, so in a typical network state only some links are fully available whereas on each of the remaining links only a fraction of its maximum capacity is usable. Every end-to-end traffic demand is assigned a set of logical tunnels whose total capacity is dedicated t...
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作者:Raginsky, Maxim; Nedic, Angelia
作者单位:University of Illinois System; University of Illinois Urbana-Champaign; University of Illinois System; University of Illinois Urbana-Champaign; University of Illinois System; University of Illinois Urbana-Champaign
摘要:We study a model of collective real-time decision making (or learning) in a social network operating in an uncertain environment, for which no a priori probabilistic model is available. Instead, the environment's impact on the agents in the network is seen through a sequence of cost functions, revealed to the agents in a causal manner only after all the relevant actions are taken. There are two kinds of costs: individual costs incurred by each agent and local-interaction costs incurred by each...
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作者:Sirignano, Justin A.; Tsoukalas, Gerry; Giesecke, Kay
作者单位:University of Illinois System; University of Illinois Urbana-Champaign; University of Pennsylvania; Stanford University
摘要:We consider the problem of optimally selecting a large portfolio of risky loans, such as mortgages, credit cards, auto loans, student loans, or business loans. Examples include loan portfolios held by financial institutions and fixed-income investors as well as pools of loans backing mortgage-and asset-backed securities. The size of these portfolios can range from the thousands to even hundreds of thousands. Optimal portfolio selection requires the solution of a high-dimensional non linearinte...
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作者:Kocuk, Burak; Jeon, Hyemin; Dey, Santanu S.; Linderoth, Jeff; Luedtke, James; Sun, Xu Andy
作者单位:University System of Georgia; Georgia Institute of Technology; University of California System; University of California Berkeley; University of Wisconsin System; University of Wisconsin Madison
摘要:It is well known that optimizing network topology by switching on and off transmission lines improves the efficiency of power delivery in electrical networks. In fact, the USA Energy Policy Act of 2005 (Section 1223) states that the United States should encourage, as appropriate, the deployment of advanced transmission technologies including optimized transmission line configurations. As such, many authors have studied the problem of determining an optimal set of transmission lines to switch o...
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作者:Sen, Suvrajeet; Liu, Yifan
作者单位:University of Southern California
摘要:Stochastic Programming (SP) has long been considered a well-justified yet computationally challenging paradigm for practical applications. Computational studies in the literature often involve approximating a large number of scenarios by using a small number of scenarios to be processed via deterministic solvers, or running Sample Average Approximation on some genre of high performance machines so that statistically acceptable bounds can be obtained. In this paper we show that for a class of s...
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作者:Hu, Peng; Shum, Stephen; Yu, Man
作者单位:Huazhong University of Science & Technology; City University of Hong Kong; Hong Kong University of Science & Technology
摘要:In this paper we formulate and analyze a novel model on a firm's dynamic inventory and markdown decisions for perishable goods. We consider a dynamic stochastic setting, where every period consists of two phases, clearance phase and regular-sales phase. In the clearance phase, the firm decides how much to order for regular sales, as well as whether to markdown some (or all) of the leftover inventory from the previous period that will be disposed otherwise. Since strategic consumers may buy the...