A branch-and-cut algorithm for the latent-class logit assortment problem

作者: Isabel Méndez-Díaz , Juan José Miranda-Bront , Gustavo Vulcano , Paula Zabala

DOI: 10.1016/J.DAM.2012.03.003

关键词:

摘要: We study the product assortment problem of a retail operation that faces stream customers who are heterogeneous with respect to preferences. Each customer belongs market segment characterized by consideration set includes alternatives viewed as options, and preference weights assigns each those alternatives. Upon arrival, he checks offer displayed firm, either chooses one products or quits without purchasing according multinomial-logit (MNL) criterion. The firm's goal is maximize expected revenue extracted during fixed time horizon. This also arises in growing area choice-based, network management, where computational speed critical factor for practical viability solution approach. so-called latent-class, logit known be NP-Hard. In this paper, we analyze unconstrained constrained (i.e., limited number display) versions it, propose branch-and-cut algorithm computationally fast leads (nearly) optimal solutions.

参考文章(27)
Kalyan T Talluri, Garrett Van Ryzin, Garrett Van Ryzin, The Theory and Practice of Revenue Management ,(2004)
Vineet Goyal, Retsef Levi, Danny Segev, Near-Optimal Algorithms for the Assortment Planning Problem Under Dynamic Substitution and Stochastic Demand Operations Research. ,vol. 64, pp. 219- 235 ,(2016) , 10.1287/OPRE.2015.1450
Guillermo Gallego, Garud Iyengar, Robert Phillips, Abhay Dubey, Managing Flexible Products on a Network Social Science Research Network. ,(2004) , 10.2139/SSRN.3567371
A K Strauss, J Meissner, Choice-Based Network Revenue Management under Weak Market Segmentation Research Papers in Economics. ,(2009)
A. Gürhan Kök, Marshall L. Fisher, Ramnath Vaidyanathan, Assortment Planning: Review of Literature and Industry Practice Springer, Boston, MA. pp. 99- 153 ,(2008) , 10.1007/978-0-387-78902-6_6
Moshe E. Ben-Akiva, Steven R. Lerman, Discrete Choice Analysis: Theory and Application to Travel Demand ,(1985)
N.Scott Cardell, Frederick C. Dunbar, Measuring the societal impacts of automobile downsizing Transportation Research Part A: General. ,vol. 14, pp. 423- 434 ,(1980) , 10.1016/0191-2607(80)90060-6
Qian Liu, Garrett van Ryzin, On the Choice-Based Linear Programming Model for Network Revenue Management Manufacturing & Service Operations Management. ,vol. 10, pp. 288- 310 ,(2008) , 10.1287/MSOM.1070.0169
Tai-Hsi Wu, A note on a global approach for general 0–1 fractional programming European Journal of Operational Research. ,vol. 101, pp. 220- 223 ,(1997) , 10.1016/S0377-2217(96)00258-5
Pradeep K. Chintagunta, Dipak C. Jain, Naufel J. Vilcassim, Investigating heterogeneity in brand preferences in logit models for panel data Journal of Marketing Research. ,vol. 28, pp. 417- 428 ,(1991) , 10.1177/002224379102800404