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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:Goyal, Vineet; Levi, Retsef; Segev, Danny
作者单位:Columbia University; Massachusetts Institute of Technology (MIT); University of Haifa
摘要:Assortment planning of substitutable products is a major operational issue that arises in many industries such as retailing, airlines, and consumer electronics. We consider a single-period joint assortment and inventory planning problem under dynamic substitution with stochastic demands, and provide complexity and algorithmic results as well as insightful structural characterizations of near-optimal solutions for important variants of the problem. First, we show that the assortment planning pr...
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作者:Correa, Jose; Montoya, Ricardo; Thraves, Charles
作者单位:Universidad de Chile; Massachusetts Institute of Technology (MIT)
摘要:Companies in diverse industries must decide the pricing policy of their inventories over time. This decision becomes particularly complex when customers are forward looking and may defer a purchase in the hope of future discounts and promotions. With such uncertainty, many customers may end up not buying or buying at a significantly lower price, reducing the firm's profitability. Recent studies show that a way to mitigate this negative effect caused by strategic consumers is to use a posted or...
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作者:Bertsimas, Dimitris; Brynjolfsson, Erik; Reichman, Shachar; Silberholz, John
作者单位:Massachusetts Institute of Technology (MIT); Massachusetts Institute of Technology (MIT); Massachusetts Institute of Technology (MIT); Tel Aviv University
摘要:Tenure decisions, key decisions in academic institutions, are primarily based on subjective assessments of candidates. Using a large-scale bibliometric database containing 198,310 papers published 1975-2012 in the field of operations research (OR), we propose prediction models of whether a scholar would perform well on a number of future success metrics using statistical models trained with data from the scholar's first five years of publication, a subset of the information available to tenure...
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作者:Qi, Wei; Liang, Yong; Shen, Zuo-Jun Max
作者单位:Tsinghua University; Tsinghua University; University of California System; University of California Berkeley; University of California System; University of California Berkeley
摘要:Regions with abundant wind resources usually have no ready access to the existing electric grid. However, building transmission lines that instantaneously deliver all geographically distributed wind energy can be costly. Energy storage (ES) systems can help reduce the cost of bridging wind farms and grids and mitigate the intermittency of wind outputs. In this paper, we propose models of transmission network planning with colocation of ES systems. Our models determine the sizes and sites of ES...
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作者:Levi, Retsef; Perakis, Georgia; Uichanco, Joline
作者单位:Massachusetts Institute of Technology (MIT); University of Michigan System; University of Michigan
摘要:Consider the newsvendor model, but under the assumption that the underlying demand distribution is not known as part of the input. Instead, the only information available is a random, independent sample drawn from the demand distribution. This paper analyzes the sample average approximation (SAA) approach for the data-driven newsvendor problem. We obtain a new analytical bound on the probability that the relative regret of the SAA solution exceeds a threshold. This bound is significantly tight...
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作者:Liu, Yan; Cooper, William L.
作者单位:Shanghai University of Finance & Economics; University of Minnesota System; University of Minnesota Twin Cities
摘要:We consider an infinite-horizon single-product pricing problem in which a fraction of customers is patient and the remaining fraction is impatient. A patient customer will wait up to some fixed number of time periods for the price of the product to fall below his or her valuation at which point the customer will make a purchase. If the price does not fall below a patient customer's valuation at any time during those periods, then that customer will leave without buying. In contrast, impatient ...
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作者:Jasin, Stefanus; Sinha, Amitabh
作者单位:University of Michigan System; University of Michigan
摘要:We consider an online multi-item retailer with multiple fulfillment facilities and finite inventory. The challenge faced by the retailer is to construct a fulfillment policy to decide from which facility each of the items in the arriving order should be fulfilled, in a way that minimizes the expected total shipping costs of fulfilling customer orders over a finite horizon. Shipping costs are linear in the size of the package shipped as well as the distance from the facility to the customer. We...
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作者:Vossen, Thomas W. M.; Zhang, Dan
作者单位:University of Colorado System; University of Colorado Boulder
摘要:The linear programming approach to approximate dynamic programming has received considerable attention in the recent network revenue management literature. A major challenge of the approach lies in solving the resulting approximate linear programs (ALPs), which often have a huge number of constraints and/or variables. We show that the ALPs can be dramatically reduced in size for both affine and separable piecewise linear approximations to network revenue management problems, under both indepen...
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作者:Yu, Yueshan; Chen, Xin; Zhang, Fuqiang
作者单位:Washington University (WUSTL); University of Illinois System; University of Illinois Urbana-Champaign
摘要:This paper studies a capacity management problem with upgrading. A firm needs to procure multiple classes of capacities and then allocate the capacities to satisfy multiple classes of customers that arrive over time. A general upgrading rule is considered, i. e., unmet demand can be satisfied using multistep upgrade. No replenishment is allowed and the firm has to make the allocation decisions without observing future demand. We first characterize the structure of the optimal allocation policy...