The Application of Multilinear Regression Model for Quantitative Analysis on the Basis of Excitation-Emission Matrix Spectra and the Release of a Free Graphical User Interface

Author:

Li Xinkang12,Chen Zirui3,Tang Lijun2,Guo Jingjing1ORCID,Li Baoqiong2

Affiliation:

1. Centre in Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao 999078, China

2. School of Pharmacy and Food Engineering, Wuyi University, Jiangmen 529020, China

3. School of Data Science, Zhuhai College of Science and Technology, Zhuhai 519040, China

Abstract

Multivariate regression is a fundamental supervised chemometric method for developing the relationship between the independent variables and quantitative response, and it has been widely applied for data analysis in many research fields. In this study, we propose an effective method for the quantitative determination of target compounds in traditional Chinese medicine, specifically Mongolia, using excitation-emission matrix (EEM) spectra with partial overlap. The accuracy and reliability of the established model have been validated, demonstrating that the proposed method can realize the accurate quantitative analysis purpose. In order to facilitate the calculation easier, the authors have developed a friendly graphical user interface (GUI). The GUI offers the procedures for data imputation, model establishment, model optimization and results presentation.

Funder

Project of Young Innovative Talents in Colleges and Universities in Guangdong Province

Jiangmen Program for Innovative Research Team

Jiangmen City Science and Technology Basic Research Project

team project of Wuyi University

APC was funded by High-level Talents for Scientific Research

Publisher

MDPI AG

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