Geographical characterisation of honeys according to their mineral content and antioxidant activity using a chemometric approach

被引:9
|
作者
Pasquini, Benedetta [1 ]
Goodarzi, Mohammad [2 ]
Orlandini, Serena [1 ]
Beretta, Giangiacomo [3 ]
Furlanetto, Sandra [1 ]
Dejaegher, Bieke [2 ]
机构
[1] Univ Florence, Dept Chem U Schiff, Fac Pharm, I-50019 Sesto Fiorentino, FI, Italy
[2] Vrije Univ Brussel, Dept Analyt Chem & Pharmaceut Technol FABI, Ctr Pharmaceut Res CePhaR, B-1090 Brussels, Belgium
[3] Univ Milan, Fac Pharm, Dept Pharmaceut Sci, I-20133 Milan, Italy
关键词
quadratic discriminant analysis; principal component analysis; mineral content; classification and regression trees; Antioxidant activity; honey; linear discriminant analysis; BOTANICAL ORIGIN; ATOMIC-ABSORPTION; QUALITY; IDENTIFICATION; ELEMENTS; PROFILE; NITRATE; TRACE;
D O I
10.1111/ijfs.12436
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
In this article, discrimination models are presented, relating the origin of honey samples to several variables, being the concentrations of different cations and anions in the honey samples measured by ion chromatography, and parameters that measure/reflect the antioxidant activity of the honey samples. The unsupervised method, principal component analysis, and supervised discrimination methods, such as linear and quadratic discriminant analysis, and classification and regression trees (CART), were applied to evaluate the existence of data patterns and the relationship between geographical origin and the measured parameters. The model with the best predictive ability (%CCRTEST=66.67%), the best overall % specificity (80%) and the best overall % sensitivity (67%) was found to be CART. It was proven that the mineral content and parameters analysed can provide enough information for the geographical characterisation and discrimination of honey.
引用
收藏
页码:1351 / 1359
页数:9
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