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http://hdl.handle.net/10609/93192
Title: | Dynamic pricing and learning with competition: insights from the dynamic pricing challenge at the 2017 INFORMS RM & pricing conference |
Author: | van de Geer, Ruben den Boer, Arnoud V. bayliss, christopher Currie, Christine S. M. Ellina, Andria Esders, Malte Haensel, Alwin Xiao, Lei Maclean, Kyle D. S. Martinez Sykora, Antonio Riseth, Asbjorn Nilsen Odegaard, Fredrik Zachariades, Simos |
Others: | Universitat Oberta de Catalunya (UOC) Vrije Universiteit Amsterdam University of Amsterdam University of Southampton Technische Universität Berlin Advanced Mathematical Solutions Columbia University Ivey Business School University of Oxford |
Citation: | Van de Geer, R., Den Boer, Arnoud V. , Bayliss, C., Currie, C., Ellina, A., Esders, M., Haensel, A., Xiao, L., Maclean, K. D. S., Martínez Sykora, A., Riseth, A. N., Odegaard, F. & Zachariades, S. (2018). Dynamic pricing and learning with competition: insights from the dynamic pricing challenge at the 2017 INFORMS RM & pricing conference. Journal of Revenue and Pricing Management, (), 1-19. doi: 10.1057/s41272-018-00164-4 |
Abstract: | This paper presents the results of the Dynamic Pricing Challenge, held on the occasion of the 17th INFORMS Revenue Management and Pricing Section Conference on June 29-30, 2017 in Amsterdam, The Netherlands. For this challenge, participants submitted algorithms for pricing and demand learning of which the numerical performance was analyzed in simulated market environments. This allows consideration of market dynamics that are not analytically tractable or can not be empirically analyzed due to practical complications. Our findings implicate that the relative performance of algorithms varies substantially across different market dynamics, which confirms the intrinsic complexity of pricing and learning in the presence of competition. |
Keywords: | marketplaces algorithms competitive environment learning |
DOI: | 10.1057/s41272-018-00164-4 |
Document type: | info:eu-repo/semantics/article |
Version: | info:eu-repo/semantics/submittedVersion |
Issue Date: | 16-Oct-2018 |
Publication license: | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
Appears in Collections: | Articles cientÍfics Articles |
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File | Description | Size | Format | |
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dinamicpricing.pdf | Preprint | 803,25 kB | Adobe PDF | View/Open |
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