Research Article | OPEN ACCESS
Multivariate Statistical Analysis Applied in Wine Quality Evaluation
1Jieling Zou, 2Yin Luo, 3Hui Zou, 4Qi Xiu and 3Junyan Tan
1College of Economics and Management,
2College of Information and Electrical Engineering,
3College of Science,
4College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China
Advance Journal of Food Science and Technology 2015 3:177-182
Received: February ‎6, ‎2015 | Accepted: March ‎1, ‎2015 | Published: August 10, 2015
Abstract
This study applies multivariate statistical approaches to wine quality evaluation. With 27 red wine samples, four factors were identified out of 12 parameters by principal component analysis, explaining 89.06% of the total variance of data. As iterative weights calculated by the BP neural network revealed little difference from weights determined by information entropy method, the latter was chosen to measure the importance of indicators. Weighted cluster analysis performs well in classifying the sample group further into two sub-clusters. The second cluster of red wine samples, compared with its first, was lighter in color, tasted thinner and had fainter bouquet. Weighted TOPSIS method was used to evaluate the quality of wine in each sub-cluster. With scores obtained, each sub-cluster was divided into three grades. On the whole, the quality of lighter red wine was slightly better than the darker category. This study shows the necessity and usefulness of multivariate statistical techniques in both wine quality evaluation and parameter selection.
Keywords:
BP neural network, information entropy, principal component analysis, weighted cluster analysis, weighted TOPSIS method, wine quality evaluation,
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Competing interests
The authors have no competing interests.
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This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
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