Modelling the relation between CieLab parameters and sensory scores for quality control of red-wine colour
- 1 January 1995
- journal article
- research article
- Published by Royal Society of Chemistry (RSC) in The Analyst
- Vol. 120 (12) , 2793-2798
- https://doi.org/10.1039/an9952002793
Abstract
A linear relationship between certain physicochemical measurements and sensory evaluation of the colour of young red Rioja wines has been constructed. Among these physicochemical measurements, different variable selection procedures based on genetic algorithms and decision trees, showed that it suffices to take into account the CieLab parameters. With these variables and a data set of wines from the 1992 harvest, a linear formula was constructed by the partial least squares regression method, capable of correctly assigning 162 out of 170 samples from the 1993 harvest (error rate 4.6%). Thus, it can be used as a routine control for the annual problem of qualification of the new wine as young red Rioja wine.Keywords
This publication has 9 references indexed in Scilit:
- Efficiency of multi-layered feed-forward neural networks on classification in relation to linear discriminant analysis, quadratic discriminant analysis and regularized discriminant analysisChemometrics and Intelligent Laboratory Systems, 1995
- Tutorial review. Qualitative analysis in the near-infrared regionThe Analyst, 1994
- Application of a genetic algorithm to feature selection under full validation conditions and to outlier detectionJournal of Chemometrics, 1994
- A Statistical View of Some Chemometrics Regression ToolsTechnometrics, 1993
- Full validation procedures for feature selection in classification and regression problemsChemometrics and Intelligent Laboratory Systems, 1992
- A non-parametric class modelling techniqueJournal of Chemometrics, 1989
- UNEQ: a disjoint modelling technique for pattern recognition based on normal distributionAnalytica Chimica Acta, 1986
- Near-Infrared Analysis (NIRA): A Technology for Quantitative and Qualitative AnalysisApplied Spectroscopy Reviews, 1986
- Comparison of Linear Statistical Methods for Calibration of NIR InstrumentsJournal of the Royal Statistical Society Series C: Applied Statistics, 1986