Coupling effective variable selection with machine learning techniques for better estimating leaf photosynthetic capacity in a tree species (Fagus crenata Blume) from …

G Song, Q Wang - Agricultural and Forest Meteorology, 2023 - Elsevier
Numerous studies have attempted reflectance-based estimations of leaf photosynthetic
capacity parameters using different statistical approaches. Although increasing attention has …

A Monte Carlo resampling based multiple feature-spaces ensemble (MFE) strategy for consistency-enhanced spectral variable selection

H Li, P Wu, J Dai, X Zou - Analytica Chimica Acta, 2023 - Elsevier
Background Variable selection has gained significant attention as a means to enhance
spectroscopic calibration performance. However, existing methods still have certain …

Discriminating compounds identification based on the innovative sparse representation chemometrics to assess the quality of Maofeng tea

H Li, P Wu, J Dai, T Pan, M Holmes, T Chen… - Journal of Food …, 2023 - Elsevier
The rich flavors and antioxidant properties within Maofeng tea are mainly attributable to
numerous secondary metabolites and thus may be related to quality. Motivated by this …

Fast burst-sparsity learning-based baseline correction (FBSL-BC) algorithm for signals of analytical instruments

H Li, S Chen, J Dai, X Zou, T Chen, T Pan… - Analytical …, 2022 - ACS Publications
Baseline correction is a critical step for eliminating the interference of baseline drift in
spectroscopic analysis. The recently proposed sparse Bayesian learning (SBL)-based …

Relevance vector machine with hybrid kernel-based soft sensor via data augmentation for incomplete output data in sintering process

J Hu, H Li, H Li, M Wu, W Cao, W Pedrycz - Control Engineering Practice, 2024 - Elsevier
A ratio of CO and CO 2 (CO/CO 2) is a key indicator of sintering carbon consumption, which
is difficult to be determined in real-time. Therefore, the establishment of its soft sensing …

Ability of hyperspectral imaging to assess physicochemical and phytochemical quality parameters of raisins

R Khiari, D Ounaissi, V Lançon-Verdier… - Journal of Food …, 2024 - Springer
The possibility to apply the hyperspectral imaging (HSI) technique for the evaluation of some
physicochemical and phytochemical quality parameters of raisins was examined. Italia …

A Knowledge-Informed Spectral Variable Interval Identification and Combination Based On the Hierarchical Clustering for Robust and Interpretable Analysis

T Chen, L Xing - papers.ssrn.com
Variable selection in the context of regression problems can be considered as an
optimization process. However, such data-driven methods may ignore the physically …

[引用][C] Sare Neuronalen ikasketa analisia eta proposatutako hobekuntzak.

A Teso Fernández de Betoño - 2024