Reference health

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

https://doi.org/10.2139/ssrn.3154600
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39/39 checkable references clean · checked 2026-08-28

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

11 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 39 checked references that resolve
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Forty years of Out-of-Stock research – and shelves are still empty
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Towards understanding consumer response to stock-outs
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The impact of retailer stockouts on whether, how much, and what to buy
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An Experiment in Brand Choice
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Investigating Effects of Out-of-Stock on Consumer Stockkeeping Unit Choice
resolves10.1287/opre.49.2.226.13528
Optimal Policies for Multiechelon Inventory Problems with Markov-Modulated Demand
resolves10.2139/ssrn.2689802
Fixing Phantom Stockouts: Optimal Data-Driven Shelf Inspection Policies
resolves10.1198/016214501750332848
Marginal Likelihood From the Metropolis–Hastings Output
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On‐Shelf Availability, Retail Performance, and External Audits: A Field Experiment
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Desperately seeking shelf availability: an examination of the extent, the causes, and the efforts to address retail out‐of‐stocks
resolves10.1002/9781119207832.ch5
The battlefield for Mindspace and Shelfspace
resolves10.1287/msom.1070.0203
Retail Inventory Management When Records Are Inaccurate
resolves10.1287/mnsc.1070.0789
Inventory Record Inaccuracy: An Empirical Analysis
resolves10.1086/314323
Consumer Response to Stockouts
resolves10.1080/09593960701778077
Scarcity effects on sales volume in retail
resolves10.1007/s12063-011-0049-3
Improving inventory management in the retail store: The effectiveness of RFID tagging across product categories
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Information inaccuracy in inventory systems: stock loss and stockout
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Inspection and Replenishment Policies for Systems with Inventory Record Inaccuracy
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Myopic Policies for Some Inventory Models with Uncertain Demand Distributions
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Demand Estimation from Censored Observations with Inventory Record Inaccuracy
resolves10.1287/mksc.1100.0570
Dynamic Allocation of Pharmaceutical Detailing and Sampling for Long-Term Profitability
resolves10.1177/009207038501300404
A Longitudinal Field Test of Stockout Effects on Multi-Brand Inventories
resolves10.1016/j.ejor.2017.07.003
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A Hidden Markov Model of Customer Relationship Dynamics
resolves10.1016/j.dss.2008.11.004
A decision support system for detecting products missing from the shelf based on heuristic rules
resolves10.1155/2011/515978
Classification Performance for Making Decisions about Products Missing from the Shelf
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A literature review on the impact of RFID technologies on supply chain management
resolves10.1287/opre.41.2.351
Inventory Control in a Fluctuating Demand Environment
resolves10.1007/b98952
Likelihood, Bayesian, and MCMC Methods in Quantitative Genetics
resolves10.1111/j.1937-5956.2010.01120.x
The Effect of Product Variety and Inventory Levels on Retail Store Sales: A Longitudinal Study
resolves10.1287/mnsc.48.5.607.7807
Adaptive Inventory Control for Nonstationary Demand and Partial Information
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Consumer responses to shelf out‐of‐stocks of perishable products
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Consumer response to the preferred brand out‐of‐stock situation
resolves10.1002/j.2158-1592.2008.tb00090.x
A COMPARISON OF ACTUAL AND INTENDED CONSUMER BEHAVIOR IN RESPONSE TO RETAIL STOCKOUTS
The 11 references without a DOI — listed, not checked
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no DOI — not checkedConsumer responses to retail stock-outs
no DOI — not checkedref21
no DOI — not checkedref23
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no DOI — not checkedref32
no DOI — not checkedref34
no DOI — not checkedThe impact of stock-out on market share: temporal effects
no DOI — not checkedAnatomy of a stock-out
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