共 107 条
A Review on the Application of Chemometrics and Machine Learning Algorithms to Evaluate Beer Authentication
被引:20
作者:

da Costa, Nattane Luiza
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil
Inst Fed Goiano, Nucleo Informat, Urutai, Go, Brazil Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil

da Costa, Maxwell Severo
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h-index: 0
机构:
Inst Fed Goiano, Nucleo Quim, Urutai, Go, Brazil Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil

Barbosa, Rommel
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h-index: 0
机构:
Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil
机构:
[1] Univ Fed Goias, Inst Informat, Alameda Palmeiras,Quadra D,Campus Samambaia, BR-74690900 Goiania, Go, Brazil
[2] Inst Fed Goiano, Nucleo Informat, Urutai, Go, Brazil
[3] Inst Fed Goiano, Nucleo Quim, Urutai, Go, Brazil
基金:
英国科研创新办公室;
关键词:
Beer;
Chemometrics;
Machine learning;
Food authentication;
Fingerprinting;
AMBIENT MASS-SPECTROMETRY;
FOOD-AUTHENTICITY;
MULTIVARIATE-ANALYSIS;
PATTERN-RECOGNITION;
GEOGRAPHICAL ORIGIN;
QUALITY-CONTROL;
DATA-FUSION;
VARIABLE SELECTION;
ELECTRONIC TONGUE;
MONITORING BEER;
D O I:
10.1007/s12161-020-01864-7
中图分类号:
TS2 [食品工业];
学科分类号:
0832 ;
摘要:
Beer is considered one of the top three most popular drinks, being consumed all over the world. During the last few decades, discrimination of beverages and food products has gained attention with many application research studies based on chemical parameters and chemometric or machine learning algorithms. However, no reviews about the evaluation of beers have been reported. Therefore, this review presents applications of beer classification among brands, styles and types, aging, origin, and the prediction of quality attributes of interest based on chemometric, machine learning methods, and chemical parameters. After analyzing the literature, it was found that chemometric and machine learning methods are successful tools for qualitative and quantitative examination of beers. However, more work needs to be done to evaluate machine learning methods and data mining algorithms, such as sampling, feature selection, and advanced classification algorithms.
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页码:136 / 155
页数:20
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