MULTIVARIATE ANALYSIS OF SPECTROSCOPIC DATA
Advanced chemometric strategies for conservation science
A summary of the course
Objectives
- Acquisition of basic knowledge for the selection and application of suitable row and column pretreatments
- Acquisition of basic knowledge regarding supervised chemometric methods
- Acquisition of skills for the interpretation of graphical and numerical outputs
- Acquisition of practical skills in the use of CAT chemometric software
Description
This course, held in English in its second edition, will introduce participants to the fundamentals of chemometrics, with special reference to multivariate analysis methods aimed at extracting maximum information from analytical data of spectroscopic nature in the context of cultural heritage research. Strategies for the pretreatment of spectral profiles and principal component analysis (PCA) will be covered in detail and basic notions on supervised methods of multivariate classification and regression will be provided. The illustration of theoretical and descriptive aspects will be supported by the discussion of a variety of applications in the cultural heritage field. This will be followed by a specific module dedicated to practical demonstrations and guided practice on the use of a free software (CAT) that will be made available to all participants.
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Course structure
Lecturers
Giorgia Sciutto
Giorgia Sciutto is associate professor of Chemistry of the Environment and Cultural Heritage at the Department of Chemistry, University of Bologna. Her research activities mainly concern analytical spectroscopy and chemometrics applied to cultural heritage and environment. She has authored more than 75 publications in scientific journals and is currently national coordinator of a PRIN PNRR project “Diorama – A deep dive into the study of microplastics in aqueous matrices,” and local coordinator of a PRIN 2022 project: “INSIDE – In-depth chemical mapping: NIR and XRF spectral imaging for non-invasive 3D analyses.” She has received awards for research activity including: Best Young Researcher Award of the Analytical Spectroscopy Divisional Group (2014). She was a member of the Board of the Division Group of Chemometrics and scientific coordinator of the first national school of chemometrics applied to cultural heritage (2020).
Paolo Oliveri
Paolo Oliveri is an associate professor of Analytical Chemistry at the University of Genoa. His research activities are mainly in analytical spectroscopy and chemometrics. He has received awards for his research activity, including the 2010 Young Researcher Award of the Division of Analytical Chemistry (SCI) and the Chemometrics and Intelligent Laboratory Systems Award 2020 (Elsevier).He is a member of the Board of Directors of the Division of Analytical Chemistry and President of the Liguria Section of SCI; he was Coordinator of the Division Group of Chemometrics; He is a member of the Board of Directors of the Italian Society of Chemometrics and the International Society for Spectral Imaging (IASIM).
