Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288075257> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4288075257 endingPage "108586" @default.
- W4288075257 startingPage "108586" @default.
- W4288075257 abstract "Forecasting of the cumulative distribution function (CDF) of demand over lead time is a standard requirement for effective inventory replenishment. In practice, while the demand for some items conforms to standard probability distributions, the demand for others does not, thus making it challenging to estimate the CDF of lead-time demand. Distribution-free methods have been proposed, including resampling of demand from previous individual periods of the demand history, often referred to as bootstrapping in the inventory forecasting literature. There has been a lack of theoretical research on this form of resampling. In this paper, we analyse the bias and variance of CDF estimates obtained by resampling, both with and without replacement. Counterintuitively, we find that the ‘with replacement’ approach does not always dominate ‘without replacement’ in terms of mean square error of CDF estimates. Closed-form expressions are given for the components of Mean Square Error, with and without replacement. For shorter lead times, of two or three periods, these may be used directly to identify series that may benefit from resampling without replacement. Inventory performance implications are evaluated on simulated and empirical data. It is found that marked differences may arise between ‘with replacement’ and ‘without replacement’ bootstrapping approaches. The latter method can be more beneficial for lower target Cycle Service Levels, longer lead times and shorter demand histories." @default.
- W4288075257 created "2022-07-28" @default.
- W4288075257 creator A5035951440 @default.
- W4288075257 creator A5079283089 @default.
- W4288075257 date "2022-10-01" @default.
- W4288075257 modified "2023-09-23" @default.
- W4288075257 title "Estimating the cumulative distribution function of lead-time demand using bootstrapping with and without replacement" @default.
- W4288075257 cites W1968884217 @default.
- W4288075257 cites W2001357901 @default.
- W4288075257 cites W2007918673 @default.
- W4288075257 cites W2021708247 @default.
- W4288075257 cites W2027013772 @default.
- W4288075257 cites W2029609216 @default.
- W4288075257 cites W2030155757 @default.
- W4288075257 cites W2032091434 @default.
- W4288075257 cites W2041015216 @default.
- W4288075257 cites W2047465779 @default.
- W4288075257 cites W2063569457 @default.
- W4288075257 cites W2095220782 @default.
- W4288075257 cites W2117897510 @default.
- W4288075257 cites W2145592624 @default.
- W4288075257 cites W2166595855 @default.
- W4288075257 cites W2189200475 @default.
- W4288075257 cites W2314577811 @default.
- W4288075257 cites W2585413631 @default.
- W4288075257 cites W2760121323 @default.
- W4288075257 cites W2791421713 @default.
- W4288075257 cites W3028758951 @default.
- W4288075257 cites W3124405191 @default.
- W4288075257 cites W3159504261 @default.
- W4288075257 cites W3197545278 @default.
- W4288075257 doi "https://doi.org/10.1016/j.ijpe.2022.108586" @default.
- W4288075257 hasPublicationYear "2022" @default.
- W4288075257 type Work @default.
- W4288075257 citedByCount "0" @default.
- W4288075257 crossrefType "journal-article" @default.
- W4288075257 hasAuthorship W4288075257A5035951440 @default.
- W4288075257 hasAuthorship W4288075257A5079283089 @default.
- W4288075257 hasConcept C103784038 @default.
- W4288075257 hasConcept C105795698 @default.
- W4288075257 hasConcept C114793014 @default.
- W4288075257 hasConcept C127313418 @default.
- W4288075257 hasConcept C149782125 @default.
- W4288075257 hasConcept C162324750 @default.
- W4288075257 hasConcept C197055811 @default.
- W4288075257 hasConcept C207609745 @default.
- W4288075257 hasConcept C21547014 @default.
- W4288075257 hasConcept C2777093003 @default.
- W4288075257 hasConcept C2781468064 @default.
- W4288075257 hasConcept C33923547 @default.
- W4288075257 hasConcept C41008148 @default.
- W4288075257 hasConceptScore W4288075257C103784038 @default.
- W4288075257 hasConceptScore W4288075257C105795698 @default.
- W4288075257 hasConceptScore W4288075257C114793014 @default.
- W4288075257 hasConceptScore W4288075257C127313418 @default.
- W4288075257 hasConceptScore W4288075257C149782125 @default.
- W4288075257 hasConceptScore W4288075257C162324750 @default.
- W4288075257 hasConceptScore W4288075257C197055811 @default.
- W4288075257 hasConceptScore W4288075257C207609745 @default.
- W4288075257 hasConceptScore W4288075257C21547014 @default.
- W4288075257 hasConceptScore W4288075257C2777093003 @default.
- W4288075257 hasConceptScore W4288075257C2781468064 @default.
- W4288075257 hasConceptScore W4288075257C33923547 @default.
- W4288075257 hasConceptScore W4288075257C41008148 @default.
- W4288075257 hasLocation W42880752571 @default.
- W4288075257 hasOpenAccess W4288075257 @default.
- W4288075257 hasPrimaryLocation W42880752571 @default.
- W4288075257 hasRelatedWork W2002893565 @default.
- W4288075257 hasRelatedWork W2026129572 @default.
- W4288075257 hasRelatedWork W2035819662 @default.
- W4288075257 hasRelatedWork W2039381566 @default.
- W4288075257 hasRelatedWork W2068931720 @default.
- W4288075257 hasRelatedWork W2104232660 @default.
- W4288075257 hasRelatedWork W2240840772 @default.
- W4288075257 hasRelatedWork W3021457118 @default.
- W4288075257 hasRelatedWork W3108315613 @default.
- W4288075257 hasRelatedWork W3121983923 @default.
- W4288075257 hasVolume "252" @default.
- W4288075257 isParatext "false" @default.
- W4288075257 isRetracted "false" @default.
- W4288075257 workType "article" @default.