Analyzing the Effect of LED Light on Plant Growth Using Logistic Regression and SHAP-Based Explainable AI Models
This study investigates how LED lighting affects plant growth using Logistic Regression and SHAP-based Explainable AI. Five agriculture datasets were analyzed, and models including SVM and KNN were benchmarked. Logistic Regression offered strong interpretability, while SHAP identified key features like Total Fresh Mass and Specific Leaf Area.
Authors
- It Ee Lee (ORCID: https://orcid.org/0000-0002-0922-8859)
- Shih Yin Ooi
- Muhammad Nizam
- Ying Han Pang (ORCID: https://orcid.org/0000-0002-3781-6623)
Institutions
- Multimedia University (MY)
Publication Details
- Published
- 2025-07-30
- DOI
- https://doi.org/10.1109/icoict66265.2025.11192971
- Primary Topic
- Diverse Approaches in Healthcare and Education Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00