# Predicting pectin performance strength using near‐infrared spectroscopic data: A comparative evaluation of 1‐D convolutional neural network, partial least squares, and ridge regression modeling

> Research article (Journal of Chemometrics, 2021) · cited 21× · AI/ML

**Wikidata**: [openalex:W3163431596](https://www.wikidata.org/wiki/openalex:W3163431596)  
**Source**: https://4ort.xyz/entity/predicting-pectin-performance-strength-using-nearinfrared-spectroscopic-data-a-comparative-evaluation-of-1d-convolutiona