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Newsvendor problem under complete uncertainty: a case of innovative products

The paper presents a new scenario-based decision rule for the classical version of the newsvendor problem (NP) under complete uncertainty (i.e. uncertainty with unknown probabilities). So far, NP has been analyzed under uncertainty with known probabilities or under uncertainty with partial informati...

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Autor principal: Gaspars-Wieloch, Helena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5556468/
https://www.ncbi.nlm.nih.gov/pubmed/28855846
http://dx.doi.org/10.1007/s10100-016-0458-3
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author Gaspars-Wieloch, Helena
author_facet Gaspars-Wieloch, Helena
author_sort Gaspars-Wieloch, Helena
collection PubMed
description The paper presents a new scenario-based decision rule for the classical version of the newsvendor problem (NP) under complete uncertainty (i.e. uncertainty with unknown probabilities). So far, NP has been analyzed under uncertainty with known probabilities or under uncertainty with partial information (probabilities known incompletely). The novel approach is designed for the sale of new, innovative products, where it is quite complicated to define probabilities or even probability-like quantities, because there are no data available for forecasting the upcoming demand via statistical analysis. The new procedure described in the contribution is based on a hybrid of Hurwicz and Bayes decision rules. It takes into account the decision maker’s attitude towards risk (measured by coefficients of optimism and pessimism) and the dispersion (asymmetry, range, frequency of extremes values) of payoffs connected with particular order quantities. It does not require any information about the probability distribution.
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spelling pubmed-55564682017-08-28 Newsvendor problem under complete uncertainty: a case of innovative products Gaspars-Wieloch, Helena Cent Eur J Oper Res Original Paper The paper presents a new scenario-based decision rule for the classical version of the newsvendor problem (NP) under complete uncertainty (i.e. uncertainty with unknown probabilities). So far, NP has been analyzed under uncertainty with known probabilities or under uncertainty with partial information (probabilities known incompletely). The novel approach is designed for the sale of new, innovative products, where it is quite complicated to define probabilities or even probability-like quantities, because there are no data available for forecasting the upcoming demand via statistical analysis. The new procedure described in the contribution is based on a hybrid of Hurwicz and Bayes decision rules. It takes into account the decision maker’s attitude towards risk (measured by coefficients of optimism and pessimism) and the dispersion (asymmetry, range, frequency of extremes values) of payoffs connected with particular order quantities. It does not require any information about the probability distribution. Springer Berlin Heidelberg 2016-10-24 2017 /pmc/articles/PMC5556468/ /pubmed/28855846 http://dx.doi.org/10.1007/s10100-016-0458-3 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Gaspars-Wieloch, Helena
Newsvendor problem under complete uncertainty: a case of innovative products
title Newsvendor problem under complete uncertainty: a case of innovative products
title_full Newsvendor problem under complete uncertainty: a case of innovative products
title_fullStr Newsvendor problem under complete uncertainty: a case of innovative products
title_full_unstemmed Newsvendor problem under complete uncertainty: a case of innovative products
title_short Newsvendor problem under complete uncertainty: a case of innovative products
title_sort newsvendor problem under complete uncertainty: a case of innovative products
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5556468/
https://www.ncbi.nlm.nih.gov/pubmed/28855846
http://dx.doi.org/10.1007/s10100-016-0458-3
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