A hybrid grey wolf optimized eXtreme gradient boosting-based machine learning model for hospital pharmaceutical demand forecasting.
- DOI
- 10.1038/s41598-026-48590-4
- Published
- 2026 Apr 24
- Container
- Scientific reports
- Publisher
- Not recorded
- Open access
- yes
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Cite this work
BibTeX
@article{allodium:10.1038/s41598-026-48590-4,
title = {A hybrid grey wolf optimized eXtreme gradient boosting-based machine learning model for hospital pharmaceutical demand forecasting.},
author = {Samniang W and Shah SMT and Tun YM and Munawar A and K C S},
year = {2026},
journal = {Scientific reports},
doi = {10.1038/s41598-026-48590-4},
url = {https://doi.org/10.1038/s41598-026-48590-4}
}RIS
TY - JOUR TI - A hybrid grey wolf optimized eXtreme gradient boosting-based machine learning model for hospital pharmaceutical demand forecasting. AU - Samniang W AU - Shah SMT AU - Tun YM AU - Munawar A AU - K C S PY - 2026 JO - Scientific reports DO - 10.1038/s41598-026-48590-4 UR - https://doi.org/10.1038/s41598-026-48590-4 ER -
APA
W, S., SMT, S., YM, T., A, M., & S, K. C. (2026). A hybrid grey wolf optimized eXtreme gradient boosting-based machine learning model for hospital pharmaceutical demand forecasting.. Scientific reports. https://doi.org/10.1038/s41598-026-48590-4
Source records
- pubmed · retrieved 2026-09-25T20:08:14.148Z