A Hidden Markov Model to Detect On-Shelf Out-of-Stocks Using Point-of-Sale Data

References

• Aastrup J, Kotzab H (2010) Forty years of out-of-stock research–And shelves are still empty. Internat. Rev. Retail Distribution Consumer Res. 20(1):147–164.Crossref, Google Scholar
• Azoury KS (1985) Bayes solution to dynamic inventory models under unknown demand distribution. Management Sci. 31(9):1150–1160.Link, Google Scholar
• Bayraktar E, Ludkovski M (2010) Inventory management with partially observed nonstationary demand. Ann. Oper. Res. 176(1):7–39.Crossref, Google Scholar
• Bensoussan A, Cakanyildirim M, Li M, Sethi SP (2016) Managing inventory with cash register information: Sales recorded but not demands. Production Oper. Management 25(1):9–21.Crossref, Google Scholar
• Bhan N (2015) Inventory estimation from transactions via hidden markov models. Unpublished doctoral dissertation, Massachusetts Institute of Technology, Cambridge, MA.Google Scholar
• Campo K, Gijsbrechts E, Nisol P (2000) Towards understanding consumer response to stock-outs. J. Retailing 76(2):219–242.Crossref, Google Scholar
• Campo K, Gijsbrechts E, Nisol P (2003) The impact of retailer stockouts on whether, how much, and what to buy. Internat. J. Res. Marketing 20(3):273–286.Crossref, Google Scholar
• Che H, Chen X, Chen Y (2012) Investigating effects of out-of-stock on consumer stockkeeping unit choice. J. Marketing Res. 49(4):502–513.Crossref, Google Scholar
• Chen F, Song J-S (2001) Optimal policies for multiechelon inventory problems with Markov-modulated demand. Oper. Res. 49(2):226–234.Link, Google Scholar
• Chen L (2014) Fixing phantom stockouts: Optimal data-driven shelf inspection policies. Available at https://ssrn.com/abstract=2689802.Google Scholar
• Chib S, Jeliazkov I (2001) Marginal likelihood from the Metropolis–Hastings output. J. Amer. Statist. Assoc. 96(453):270–281.Crossref, Google Scholar
• Chuang HH-C, Oliva R, Liu S (2016) On-shelf availability, retail performance, and external audits: A field experiment. Production Oper. Management 25(5):935–951.Crossref, Google Scholar
• Corsten D, Gruen T (2003) Desperately seeking shelf availability: An examination of the extent, the causes, and the efforts to address retail out-of-stocks. Internat. J. Retail Distribution Management 31(12):605–617.Crossref, Google Scholar
• Corstjens J, Corstjens M (1995) Store Wars: The Battle for Mindspace and Shelfspace (Wiley, West Sussex, UK).Google Scholar
• DeHoratius N, Raman A (2008) Inventory record inaccuracy: An empirical analysis. Management Sci. 54(4):627–641.Link, Google Scholar
• DeHoratius N, Mersereau AJ, Schrage L (2008) Retail inventory management when records are inaccurate. Manufacturing Service Oper. Management 10(2):257–277.Link, Google Scholar
• Fisher M, Raman A (2010) The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance (Harvard Business Review Press, Boston).Google Scholar
• Fitzsimons GJ (2000) Consumer response to stockouts. J. Consumer Res. 27(2):249–266.Crossref, Google Scholar
• Gelman A, Carlin JB, Stern HS, Rubin DB (2014) Bayesian Data Analysis, vol. 2 (Taylor & Francis, Boca Raton, FL).Google Scholar
• Gierl H, Plantsch M, Schweidler J (2008) Scarcity effects on sales volume in retail. Internat. Rev. Retail Distribution Consumer Res. 18(1):45–61.Crossref, Google Scholar
• Gruen TW, Corsten DS (2007) A Comprehensive Guide to Retail Out-of-Stock Reduction in the Fast-Moving Consumer Goods Industry (Grocery Manufacturers of America, Washington, DC).Google Scholar
• Hardgrave BC, Goyal S, Aloysius JA (2011) Improving inventory management in the retail store: The effectiveness of RFID tagging across product categories. Oper. Management Res. 4(1–2):6–13.Crossref, Google Scholar
• Jasra A, Holmes CC, Stephens DA (2005) Markov chain Monte Carlo methods and the label switching problem in Bayesian mixture modeling. Statist. Sci. 20(1):50–67.Crossref, Google Scholar
• Kök AG, Shang KH (2007) Inspection and replenishment policies for systems with inventory record inaccuracy. Manufacturing Service Oper. Management 9(2):185–205.Link, Google Scholar
• Lovejoy WS (1990) Myopic policies for some inventory models with uncertain demand distributions. Management Sci. 36(6):724–738.Link, Google Scholar
• MacDonald IL, Zucchini W (1997) Hidden Markov and Other Models for Discrete-Valued Time Series, vol. 110 (CRC Press, Boca Raton, FL).Google Scholar
• Mersereau AJ (2015) Demand estimation from censored observations with inventory record inaccuracy. Manufacturing Service Oper. Management 17(3):335–349.Link, Google Scholar
• Montgomery DC (2013) Introduction to Statistical Quality Control, vol. 7 (Wiley, New York).Google Scholar
• Montoya R, Netzer O, Jedidi K (2010) Dynamic allocation of pharmaceutical detailing and sampling for long-term profitability. Marketing Sci. 29(5):909–924.Link, Google Scholar
• Netzer O, Lattin JM, Srinivasan V (2008) A hidden Markov model of customer relationship dynamics. Marketing Sci. 27(2):185–204.Link, Google Scholar
• Papakiriakopoulos D, Doukidis G (2011) Classification performance for making decisions about products missing from the shelf. Adv. Decision Sci. 2011:1–13.Crossref, Google Scholar
• Papakiriakopoulos D, Pramatari K, Doukidis G (2009) A decision support system for detecting products missing from the shelf based on heuristic rules. Decision Support Systems 46(3):685–694.Crossref, Google Scholar
• Sarac A, Absi N, Dauzère-Pérès S (2010) A literature review on the impact of RFID technologies on supply chain management. Internat. J. Production Econom. 128(1):77–95.Crossref, Google Scholar
• Song J-S, Zipkin P (1993) Inventory control in a fluctuating demand environment. Oper. Res. 41(2):351–370.Link, Google Scholar
• Sorensen D, Gianola D (2007) Likelihood, Bayesian, and MCMC Methods in Quantitative Genetics (Springer Science & Business Media, New York).Google Scholar
• Ton Z, Raman A (2010) The effect of product variety and inventory levels on retail store sales: A longitudinal study. Production Oper. Management 19(5):546–560.Crossref, Google Scholar
• Treharne JT, Sox CR (2002) Adaptive inventory control for nonstationary demand and partial information. Management Sci. 48(5):607–624.Link, Google Scholar
• Van Woensel T, Van Donselaar K, Broekmeulen R, Fransoo J (2007) Consumer responses to shelf out-of-stocks of perishable products. Internat. J. Physical Distribution Logist. Management 37(9):704–718.Crossref, Google Scholar