Bagging partial least squares for accurate and stable wheat protein content detection using near-infrared spectroscopy
Abstract
gap of 0.0261. Furthermore, BA-PLS provided reliable prediction uncertainty estimates through the standard deviation of ensemble predictions. The proposed BA-PLS algorithm offers a practical and stable solution for rapid wheat protein quantification, with potential applicability to other cereal quality assessment tasks.
Fields of Study & Subjects
Spectroscopy and Chemometric Analyses
Spectroscopy Techniques in Biomedical and Chemical Research
Food composition and properties
Publication details
- Journal / source
- Analytical Methods
- Publisher
- Royal Society of Chemistry (RSC)
- Volume
- 18
- Issue
- 25
- Pages
- 5256–5264
- Publication date
- 1 January 2026
- Language
- EN