In this chapter, a survey of the chemometric (data analytical) methods most used for the characterization of plant varieties and cultivars based on spectroscopic measurements is presented. After an introductory section, illustrating the basics of data representation, the main tools for exploratory (descriptive) data analysis and predictive modeling are discussed. In particular, how to predict quantitative responses by multivariate calibration methods and how to assess qualitative attributes by means of classification techniques are addressed. Lastly the fundamental role and the importance of validation strategies are also discussed. The application of the methods presented is illustrated through worked examples. © 2018 Elsevier B.V.

Chemometrics applied to plant spectral analysis / Biancolillo, Alessandra; Marini, Federico. - (2018), pp. 69-104. - COMPREHENSIVE ANALYTICAL CHEMISTRY. [10.1016/bs.coac.2018.03.003].

Chemometrics applied to plant spectral analysis

BIANCOLILLO, ALESSANDRA;Marini, Federico
2018

Abstract

In this chapter, a survey of the chemometric (data analytical) methods most used for the characterization of plant varieties and cultivars based on spectroscopic measurements is presented. After an introductory section, illustrating the basics of data representation, the main tools for exploratory (descriptive) data analysis and predictive modeling are discussed. In particular, how to predict quantitative responses by multivariate calibration methods and how to assess qualitative attributes by means of classification techniques are addressed. Lastly the fundamental role and the importance of validation strategies are also discussed. The application of the methods presented is illustrated through worked examples. © 2018 Elsevier B.V.
2018
Vibrational spectroscopy for plant varieties and cultivars characterization
9780444640482
chemometrics; classification; exploratory data analysis; multivariate calibration; partial least squares; principal component analysis; validation
02 Pubblicazione su volume::02a Capitolo o Articolo
Chemometrics applied to plant spectral analysis / Biancolillo, Alessandra; Marini, Federico. - (2018), pp. 69-104. - COMPREHENSIVE ANALYTICAL CHEMISTRY. [10.1016/bs.coac.2018.03.003].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1353153
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