Efficient classification of Escherichia coli and Shigella using FT-IR spectroscopy and multivariate analysis

Bin Feng,Hao Shen,Fan Yang,Jintao Yan,Shouning Yang,Ning Gan,Haimei Shi,Shaoning Yu,Li Wang

Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy（2022）

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摘要

•Support vector machine (SVM) can be used as an efficient multi-classifier to differentiate bacterial strains.•FT-IR combined with multivariate analysis can classify E. coli and Shigella efficiently.•An ensemble-classifier model was constructed for E. coli and Shigella FT-IR data classification.

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关键词

Bacterial classification,Multivariate analysis,FT-IR,Support vector machine (SVM)

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