A branch-and-cut algorithm for the latent-class logit assortment problem
2014, Discrete Applied Mathematics 164, 246-263, 2014Citas: 153
Agregar PDF Importar citas SCRAPME Plots Conexiones
Autor(es)
Isabel Méndez-Díaz and Juan José Miranda-Bront and Gustavo Vulcano and Paula Zabala
Abstract
We study the product assortment problem of a retail operation that faces a stream of customers who are heterogeneous with respect to preferences. Each customer belongs to a market segment characterized by a consideration set that includes the alternatives viewed as options, and by the preference weights that the segment assigns to each of those alternatives. Upon arrival, he checks the offer set displayed by the firm, and either chooses one of those products or quits without purchasing according to a multinomial-logit (MNL) criterion. The firm’s goal is to maximize the expected revenue extracted during a fixed time horizon. This problem also arises in the growing area of choice-based, network revenue management, where computational speed is a critical factor for the practical viability of a solution approach.This so-called latent-class, logit assortment problem is known to be NP-Hard. In this paper, we analyze …
Plot de citas
Citas
# | Title | Year | Source | Authors | |
---|---|---|---|---|---|
1 | A review of choice-based revenue management: Theory and methods | 2018 | European journal of operational … | AK Strauss, R Klein, C Steinhardt | |
2 | Data‐driven research in retail operations—A review | 2020 | Naval Research Logistics (NRL) | M Qi, HY Mak, ZJM Shen | |
3 | Assortment optimization under variants of the nested logit model | 2014 | Operations Research | JM Davis, G Gallego, H Topaloglu | |
4 | Assortment optimization under the multinomial logit model with random choice parameters | 2014 | Production and … | P Rusmevichientong, D Shmoys | |
5 | Last-mile delivery: Optimal locker location under multinomial logit choice model | 2020 | Transportation Research Part E: Logistics … | YH Lin, Y Wang, D He, LH Lee | |
6 | Constrained assortment optimization for the nested logit model | 2014 | Management Science | G Gallego, H Topaloglu | |
7 | Assortment planning under the multinomial logit model with totally unimodular constraint structures | 2013 | Work in Progress | J Davis, G Gallego, H Topaloglu | |
8 | Robust assortment optimization in revenue management under the multinomial logit choice model | 2012 | Operations research | P Rusmevichientong, H Topaloglu | |
9 | Revenue-utility tradeoff in assortment optimization under the multinomial logit model with totally unimodular constraints | 2021 | Management … | M Sumida, G Gallego | |
10 | Revenue management under the Markov chain choice model | 2017 | Operations Research | JB Feldman, H Topaloglu | |
11 | A nonparametric joint assortment and price choice model | 2017 | Management Science | S Jagabathula, P Rusmevichientong | |
12 | Capacity constraints across nests in assortment optimization under the nested logit model | 2015 | Operations Research | JB Feldman, H Topaloglu | |
13 | Assortment optimization and pricing under the multinomial logit model with impatient customers: Sequential recommendation and selection | 2021 | Operations … | P Gao, Y Ma, N Chen, G Gallego, A Li | |
14 | The approximability of assortment optimization under ranking preferences | 2018 | Operations Research | A Aouad, V Farias, R Levi, D Segev | |
15 | A latent class choice based model system for railway optimal pricing and seat allocation | 2014 | Transportation Research Part E: Logistics and … | P Hetrakul, C Cirillo | |
16 | Last mile innovation: The case of the locker alliance network | 2022 | Manufacturing & Service Operations … | G Lyu, CP Teo | |
17 | Assortment optimization under the multinomial logit model with sequential offerings | 2020 | INFORMS Journal on Computing | N Liu, Y Ma, H Topaloglu | |
18 | Offline-channel planning in smart omnichannel retailing | 2022 | … & Service Operations … | J Chen, Y Liang, H Shen | |
19 | Constrained assortment optimization under the markov chain–based choice model | 2020 | Management Science | A Désir, V Goyal, D Segev, C Ye | |
20 | Joint assortment optimization and customization under a mixture of multinomial logit models: On the value of personalized assortments | 2023 | Operations research | O El Housni, H Topaloglu | |
21 | Submodularity in conic quadratic mixed 0–1 optimization | 2020 | Operations Research | A Atamtürk, A Gómez | |
22 | The click-based mnl model: A novel framework for modeling click data in assortment optimization | 2019 | Available at SSRN … | A Aouad, J Feldman, D Segev | |
23 | Bounding optimal expected revenues for assortment optimization under mixtures of multinomial logits | 2015 | Production and Operations … | J Feldman, H Topaloglu | |
24 | A conic integer optimization approach to the constrained assortment problem under the mixed multinomial logit model | 2018 | Operations Research | A Şen, A Atamtürk, P Kaminsky | |
25 | Assortment optimization with small consideration sets | 2019 | Operations Research | J Feldman, A Paul, H Topaloglu | |
26 | Assortment optimisation under a general discrete choice model: A tight analysis of revenue-ordered assortments | 2020 | Algorithmica | G Berbeglia, G Joret | |
27 | Assortment optimization under the sequential multinomial logit model | 2019 | European Journal of Operational … | A Flores, G Berbeglia, P Van Hentenryck | |
28 | Product assortment and space allocation strategies to attract loyal and non-loyal customers | 2020 | European Journal of … | A Timonina-Farkas, A Katsifou, RW Seifert | |
29 | An approximation algorithm for network revenue management under nonstationary arrivals | 2020 | Operations … | Y Ma, P Rusmevichientong, M Sumida | |
30 | Fractional 0–1 programming: applications and algorithms | 2017 | Journal of Global Optimization | JS Borrero, C Gillen, OA Prokopyev | |
31 | Approximation schemes for the joint inventory selection and online resource allocation problem | 2022 | Production and … | X Chen, J Feldman, SH Jung | |
32 | Discrete nonlinear optimization by state-space decompositions | 2018 | Management Science | D Bergman, AA Cire | |
33 | Assortment optimization under general choice | 2014 | Available at SSRN 2512831 | S Jagabathula | |
34 | Greedy-like algorithms for dynamic assortment planning under multinomial logit preferences | 2018 | Operations Research | A Aouad, R Levi, D Segev | |
35 | Assortment optimization and pricing under a nonparametric tree choice model | 2018 | Manufacturing & Service … | A Paul, J Feldman, JM Davis | |
36 | Capacitated assortment optimization: Hardness and approximation | 2022 | Operations Research | A Désir, V Goyal, J Zhang | |
37 | Assortment planning for two-sided sequential matching markets | 2022 | Operations … | I Ashlagi, AK Krishnaswamy, R Makhijani | |
38 | Approximation methods for pricing problems under the nested logit model with price bounds | 2015 | INFORMS Journal on … | WZ Rayfield, P Rusmevichientong | |
39 | Display optimization for vertically differentiated locations under multinomial logit preferences | 2021 | Management Science | A Aouad, D Segev | |
40 | Dynamic assortment planning under nested logit models | 2021 | Production and … | X Chen, C Shi, Y Wang, Y Zhou | |
41 | A conditional gradient approach for nonparametric estimation of mixing distributions | 2020 | Management … | S Jagabathula, L Subramanian | |
42 | Joint product assortment, inventory and price optimization to attract loyal and non-loyal customers | 2014 | Omega | A Katsifou, RW Seifert, JS Tancrez | |
43 | On a piecewise-linear approximation for network revenue management | 2016 | Mathematics of Operations … | S Kunnumkal, K Talluri | |
44 | An enhanced concave program relaxation for choice network revenue management | 2013 | Production and Operations … | J Meissner, A Strauss, K Talluri | |
45 | A simple technique to improve linearized reformulations of fractional (hyperbolic) 0–1 programming problems | 2016 | Operations Research Letters | JS Borrero, C Gillen, OA Prokopyev | |
46 | A nonparametric stochastic set model: Identification, optimization, and prediction | 2023 | arXiv preprint arXiv:2302.04354 | YC Chen, D Mitrofanov | |
47 | Assortment optimization over time | 2015 | Operations Research Letters | JM Davis, H Topaloglu, DP Williamson | |
48 | Enabling electricity access in developing countries: A probabilistic weather driven house based approach | 2017 | Applied energy | AS Al-Sumaiti, MMA Salama, M El-Moursi | |
49 | Assortment optimization under the decision forest model | 2021 | arXiv preprint arXiv:2103.14067 | YC Akchen, VV Mišić | |
50 | A Neural Network Based Choice Model for Assortment Optimization | 2023 | arXiv preprint arXiv:2308.05617 | H Wang, Z Cai, X Li, K Talluri | |
51 | Assortment Optimization Under the Multinomial Logit Model with Utility-Based Rank Cutoffs | 2023 | Operations … | Y Bai, J Feldman, H Topaloglu | |
52 | Discovering heterogeneous consumer groups from sales transaction data | 2020 | European Journal of Operational Research | H Lee, Y Eun | |
53 | Mallows-smoothed distribution over rankings approach for modeling choice | 2021 | Operations … | A Désir, V Goyal, S Jagabathula | |
54 | Exact approaches for competitive facility location with discrete attractiveness | 2021 | Optimization Letters | YH Lin, Q Tian | |
55 | Display optimization under the multinomial logit choice model: Balancing revenue and customer satisfaction | 2023 | Production and Operations … | J Feldman, P Jiang | |
56 | Optimizing the choice of influential nodes for diffusion on a social network | 2016 | International Journal … | M Agha Mohammad Ali Kermani | |
57 | Linear and conic reformulations for the maximum capture location problem under multinomial logit choice | 2021 | Optimization Letters | FT Altekin, A Dasci, M Karatas | |
58 | Randomization approaches for network revenue management with customer choice behavior | 2014 | Production and Operations Management | S Kunnumkal | |
59 | Operations management under consumer choice models with multiple purchases | 2020 | Available at SSRN 3679699 | S Luan, R Wang, X Xu, W Xue | |
60 | Sequential recommendation and pricing under the mixed cascade model | 2023 | Available at SSRN 4382163 | Y Liu, C Wang, P Gao, Z Wang | |
61 | Combinatorial assortment optimization | 2021 | ACM Transactions on … | N Immorlica, B Lucier, J Mao, V Syrgkanis | |
62 | Revenue management under a mixture of multinomial logit and independent demand models | 2020 | NA | Y Cao, P Rusmevichientong, H Topaloglu | |
63 | Assortment optimization under the multinomial logit model with utility-based rank cutoffs | 2022 | Available at SSRN … | J Feldman, L Wagner, H Topaloglu | |
64 | Tractable consideration set structures for assortment optimization and network revenue management | 2017 | Production and Operations … | AK Strauss, K Talluri | |
65 | Fractional 0–1 programs: links between mixed-integer linear and conic quadratic formulations | 2019 | Journal of Global Optimization | E Mehmanchi, A Gómez, OA Prokopyev | |
66 | Constrained multi‐location assortment optimization under the multinomial logit model | 2023 | Naval Research Logistics … | B Bebitoğlu, A Şen, P Kaminsky | |
67 | Multi-Location Assortment Optimization with Drone and Human Courier Joint Delivery | 2023 | Applied Sciences | M Wu, Z Pei | |
68 | (Rescaled) Multi‐attempt approximation of choice model and its application to assortment optimization | 2019 | Production and Operations … | H Chung, HS Ahn, S Jasin | |
69 | Price optimization under the finite-mixture logit model | 2022 | Management Science | R van de Geer, AV den Boer | |
70 | Assortment Optimization in the Presence of Focal Effect: Operational Insights and Efficient Algorithms | 2023 | Available at SSRN | B Jiang, Z Wang, C Xue, N Zhang | |
71 | A conic integer programming approach to constrained assortment optimization under the mixed multinomial logit model | 2017 | arXiv preprint arXiv:1705.09040 | A Sen, A Atamturk, P Kaminsky | |
72 | The refined assortment optimization problem | 2021 | arXiv preprint arXiv:2102.03043 | G Berbeglia, A Flores, G Gallego | |
73 | Revenue management under a mixture of independent demand and multinomial logit models | 2023 | Operations … | Y Cao, P Rusmevichientong | |
74 | Joint product design and dynamic assortment optimization: Integrating strategic and tactical revenue management | 2022 | Available at SSRN … | M Wang, P Rusmevichientong, H Zhang | |
75 | Callable products with dependent demands | 2020 | Naval Research Logistics (NRL) | G Gallego, H Lee | |
76 | Assortment and price optimization under the two-stage luce model | 2017 | arXiv preprint arXiv:1706.08599 | A Flores, G Berbeglia, P Van Hentenryck | |
77 | Constrained Assortment Optimization under the Cross-Nested Logit Model | 2023 | arXiv preprint arXiv:2304.08790 | C Le, T Mai | |
78 | Sparse multi-term disjunctive cuts for the epigraph of a function of binary variables | 2023 | Mathematical Programming | R Chen, J Luedtke | |
79 | Fractional 0–1 programming and submodularity | 2022 | Journal of Global Optimization | S Han, A Gómez, OA Prokopyev | |
80 | Submodularity in conic quadratic mixed 0-1 optimization | 2017 | arXiv preprint arXiv:1705.05918 | A Atamturk, A Gomez | |
81 | Relating the approximability of the fixed cost and space constrained assortment problems | 2019 | Production and Operations Management | J Feldman, A Paul | |
82 | Randomized assortment optimization | 2020 | Available at SSRN 3685695 | Z Wang, H Peura, W Wiesemann | |
83 | Convexification Techniques for Fractional Programs | 2023 | arXiv preprint arXiv:2310.08424 | T He, S Liu, M Tawarmalani | |
84 | Multi-location assortment optimization under capacity constraints | 2018 | Available at SSRN 3249175 | B Bebitoglu, A Şen, P Kaminsky | |
85 | Exploration optimization for dynamic assortment personalization under linear preferences | 2022 | Available at SSRN 4115721 | F Bernstein, S Modaresi, D Saure | |
86 | Multi-purchase behavior: Modeling, estimation, and optimization | 2023 | … & Service Operations … | T Tulabandhula, D Sinha, SR Karra | |
87 | Assortment optimization | 2019 | … management and pricing … | G Gallego, H Topaloglu, G Gallego | |
88 | On the linear integration of attraction choice models in business optimization problems | 2021 | Operations Research Forum | G Bechler, C Steinhardt, J Mackert | |
89 | Proactive Policing: A Resource Allocation Model for Crime Prevention with Deterrence Effect | 2023 | Available at SSRN 4526158 | L He, X Li, Y Zhao | |
90 | Pricing competition under specific discrete choice models | 2020 | Asia-Pacific Journal of Operational Research | F Etebari | |
91 | Assortment and Price Optimization under an Endogenous Context-Dependent Multinomial Logit Model | 2023 | Available at SSRN … | Y Bai, O El Housni, P Rusmevichientong | |
92 | On robust fractional 0-1 programming | 2020 | INFORMS Journal … | E Mehmanchi, CP Gillen, A Gómez | |
93 | Availability control under online reviews in hospitality | 2023 | Journal of Revenue and Pricing Management | CI Chiang | |
94 | A portfolio optimization approach to design of congested multi‐service networks with application in community healthcare: fractional 0‐1 programming | 2021 | International Transactions in … | N Ramshe, A Ahmadi‐Javid | |
95 | Space constrained assortment optimization under the paired combinatorial logit model | NA | NA | J Feldman | |
96 | An efficient method for joint product line selection and pricing with fixed costs | 2019 | Optimization Letters | J Park, J Mo | |
97 | An Exact Method for (Constrained) Assortment Optimization Problems with Product Costs | 2023 | INFORMS Journal on … | M Leitner, A Lodi, R Roberti | |
98 | Efficient operation of recharging infrastructure for the accommodation of electric vehicles: a demand driven approach | 2015 | NA | C Latinopoulos | |
99 | Binary-Continuous Sum-of-ratios Optimization: Discretization, Approximations, and Convex Reformulations | 2022 | arXiv preprint arXiv:2211.02152 | T Mai, NH Duong, TA Ta | |
100 | An Enhanced Conic Reformulation for Capacity-Constrained Assortment Optimization Under the Mixture of Multinomial Logit Model | 2022 | Journal of the Operations Research Society of China | S Jiang, KM Nip | |
101 | Discrete choice models for revenue management | 2012 | NA | P Hetrakul | |
102 | A tractable consideration set structure for network revenue management | 2012 | NA | A Strauss, KT Talluri | |
103 | Like Attracts Like: Optimal Assortment on a Platform | 2023 | Available at SSRN 4561388 | HS Ahn, M Lee, H Chung | |
104 | An algorithm for assortment optimization under parametric discrete choice models | 2019 | Available at SSRN 3370776 | T Mai, A Lodi | |
105 | Like Attracts Like: Optimal Assortment on a Platform | 2023 | KAIST College of Business Working … | M Lee, H Chung, HS Ahn | |
106 | New Fluid Approximation, Inventory Placement and Discrete Choice Models for Revenue Management | 2023 | NA | Y Bai | |
107 | Valid inequalities and integer programming formulations for stochastic integer programming and some machine learning problems | 2021 | NA | R Chen | |
108 | Go green: A decision-tree framework to select optimal box-sizes for product shipments | 2022 | Joint European Conference on Machine … | KS Gurumoorthy, A Hinge | |
109 | Parameterizing the Rank List Model with Optimal Pricing Decision | 2022 | Available at SSRN 4271923 | S Wang, X Li | |
110 | Service Family Design Optimization Considering a Multi-Server Queue | 2021 | IEEE Access | Z Miao, X Luo, Z Zhang, Q Zhou | |
111 | Dynamic Pricing with Menu Costs: Approximation Schemes and Applications to Grocery Retail | 2022 | Available at SSRN 4086009 | J Feldman, D Segev | |
112 | Spare parts inventory management for substitute consumer durable products under uncertainties | 2022 | NA | S Zhang | |
113 | Prescribing for the Irrational: A Data-Driven Approach to Modeling Irrational Choice | 2022 | NA | YC Chen | |
114 | Constrained Assortment Optimization Under the Mixed Logit Model with Design Options | 2020 | Available at SSRN 3624816 | K Haase, S Müller | |
115 | Refined assortment optimization | 2020 | Available at SSRN 3778413 | G Berbeglia, A Flores, G Gallego | |
116 | New Revenue Management Models for Online Retailing | 2020 | NA | M Sumida | |
117 | Reformulation Techniques and Solution Approaches for Fractional 0-1 Programs and Applications | 2019 | NA | E Mehmanchi | |
118 | The Anheuser Busch InBev Trailer Problem: An Application of Online Resource Allocation and Inventory Selection | NA | NA | X Chen, J Feldman, SH Jung, P Kouvelis | |
119 | Branch-and-bound algorithms for assortment optimization under weakly rational choice | 2016 | Available at SSRN 2828913 | C Pixton, D Simchi-Levi | |
120 | Discrete Choice Models and Operations Problems in Online Retailing | 2021 | NA | Z Tang | |
121 | Modeling and Managing the Complexity of Logistics Networks | 2021 | NA | LH Lin | |
122 | Assortment and Pricing Optimisation under Non-conventional Customer Choice Models | 2020 | NA | A Flores | |
123 | Essays in Operations Management | 2020 | NA | Z Feng | |
124 | Assortment Planning under Non-Linear Cost Structures | 2019 | NA | F Shams | |
125 | Nachfrageorientierte Produktlinienoptimierung | 2019 | NA | G Bechler | |
126 | Sortimentsplanungsmodelle in Filialisierten Handelsunternehmungen | 2019 | NA | B Kasper | |
127 | Selective Data Acquisition in Learning and Decision Making Problems. | 2019 | NA | Y Wang | |
128 | Assortment Optimization and Pricing Problems under Multi-Stage Multinomial Logit Models | 2019 | NA | Y Ma | |
129 | Assortment planning with premium services | 2018 | NA | Eİ Akçakuş | |
130 | Multi-location assortment optimization under lead time effects | 2018 | NA | U Karaca | |
131 | Dynamic Assortment Planning Without Utility Parameter Estimation | 2018 | Available at SSRN 3133401 | X Chen, Y Wang, Y Zhou | |
132 | On the Linear Formulation of Logit Choice Behavior in Operations Management Models | NA | NA | G Bechler, C Steinhardt, J Mackert | |
133 | Choice-Based Assortment and Price Optimization | 2018 | NA | Y Wang | |
134 | Essays on Assortment Planning and Inventory Management for Substitutable Products | 2018 | NA | Y Cao | |
135 | Discrete Optimization Problems under Ranking-Based Choice Models | 2017 | NA | AJ Paul | |
136 | 基于 Logit 离散选择模型的品类优化问题综述 | 2017 | 运筹学学报 | 陈瑞, 姜海 | |
137 | Essays in Healthcare Modeling and Analytics | 2017 | NA | D Agrawal | |
138 | On Dynamic Pricing and Assortment Personalization in Strategic Settings | 2017 | NA | J Gao | |
139 | Assortment and inventory optimization: from predictive choice models to near-optimal algorithms | 2017 | NA | AMA Aouad | |
140 | New perspectives on incorporating customer choice into revenue management | 2015 | NA | JB Feldman | |
141 | Customer Choice Models And Assortment Optimization | 2015 | NA | J Davis | |
142 | Pricing And Assortment Problems Under Correlated Product Evaluations | 2014 | NA | W Rayfield | |
143 | BCOL RESEARCH REPORT 15.06 | 1777 | University of California, Berkeley | ML MODEL | |
144 | Dynamic recommendation at checkout under inventory constraint | NA | NA | X Chen, W Ma, D Simchi-Levi, L Xin | |
145 | Assortment optimization with consumer search: Approximations and applications | NA | NA | G Gallego, P Gao, Z Wang | |
146 | Assortment optimization and submodularity | NA | NA | S Han, A Gómez, OA Prokopyev | |
147 | Assortment optimization for choosy customers | NA | NA | A Paul, H Topaloglu, J Feldman | |
148 | Estimation and optimization problems in revenue management with customer choice behavior | NA | NA | W Ding | |
149 | Assortment optimization and pricing under the multinomial logit model with impatient customers | 2019 | NA | Y Ma, P Rusmevichientong, H Topaloglu | |
150 | A constant-factor approximation algorithm for network revenue management | 2018 | NA | Y Ma, P Rusmevichientong, M Sumida, H Topaloglu | |
151 | Assortment Optimization Under the General Luce Model | NA | NA | A Flores, G Berbeglia, P Van Hentenryck | |
152 | Tractable consideration set structures for network revenue management | 2016 | NA | AK Strauss, K Talluri | |
153 | The Anheuser Busch Inbev Trailer Problem: Online Resource Allocation and Inventory Selection | NA | NA | X Chen, J Feldman, SH Jung, P Kouvelis |