Rodrigo Rivera-Castro, Ivan Nazarov, Yuke Xiang, Alexander Pletneev, Ivan Maksimov, Evgeny Burnaev
arXiv 20 May 2019 · Machine Learning · 5 citations (OpenAlex)
arXiv:1905.07902 · PDF · DOI · OpenAlex · Extracted main text
Build-to-order (BTO) supply chains have become common-place in industries such as electronics, automotive and fashion. They enable building products based on individual requirements with a short lead time and minimum inventory and production costs. Due to their nature, they differ significantly from traditional supply chains. However, there have not been studies dedicated to demand forecasting methods for this type of setting. This work makes two contributions. First, it presents a new and unique data set from a manufacturer in the BTO sector. Second, it proposes a novel data transformation technique for demand forecasting of BTO products. Results from thirteen forecasting methods show that the approach compares well to the state-of-the-art while being easy to implement and to explain to decision-makers.
appendix boundary found by none_found · 100% of the source is main text. Read the extracted text to check this.
The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Chase, C.W.: Demand-Driven Forecasting. John Wiley & Sons, Inc., Hob… (2013) | 0.644 | 2 | 2 | 100% |
| 2 | Pompa, C., Burke, T.: Data Science and Analytics Skills Shortage: Eq… (2017) | 0.405 | 1 | 1 | 100% |
| 3 | Rivera, R., Burnaev, E.: Forecasting of commercial sales with large… (2017) self | 0.405 | 1 | 1 | 100% |
| 4 | Agell, N., Carricano, M.: Adopcion e impacto del Big Data y Advanced… (2018) | 0.405 | 1 | 1 | 100% |
| 5 | Korotin, A., V'yugin, V., Burnaev, E.: Aggregating strategies for lo… (2018) self | 0.405 | 1 | 1 | 100% |
| 6 | Ahmed, N.K., Atiya, A.F., El Gayar, N., El-Shishiny, H.: An empirica… (2010) | 0.405 | 1 | 1 | 100% |
| 7 | Attar, K.S.: Regression for Demand Forecasting 5(1 (2016) | 0.405 | 1 | 1 | 100% |
| 8 | Christensen, W.J., Germain, R.: Build-to-order and just-in-time as p… (2004) | 0.405 | 1 | 1 | 100% |
| 9 | Safin, A., Burnaev, E.: Conformal kernel expected similarity for ano… (2017) self | 0.405 | 1 | 1 | 100% |
| 10 | Volkhonskiy, D., Burnaev, E., Nouretdinov, I., Gammerman, A., Vovk,… (2017) self | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 31 scored citations.