Chemometrics
Statistics and Computer Application in Analytical Chemistry
(Sprache: Englisch)
The third edition of this long-selling introductory textbook and ready reference covers all pertinent topics, from basic statistics via modeling and databases right up to the latest regulatory issues.The experienced and internationally recognized author,...
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Produktdetails
Produktinformationen zu „Chemometrics “
Klappentext zu „Chemometrics “
The third edition of this long-selling introductory textbook and ready reference covers all pertinent topics, from basic statistics via modeling and databases right up to the latest regulatory issues.The experienced and internationally recognized author, Matthias Otto, introduces the statistical-mathematical evaluation of chemical measurements, especially analytical ones, going on to provide a modern approach to signal processing, designing and optimizing experiments, pattern recognition and classification, as well as modeling simple and nonlinear relationships. Analytical databases are equally covered as are applications of multiway analysis, artificial intelligence, fuzzy theory, neural networks, and genetic algorithms. The new edition has 10% new content to cover such recent developments as orthogonal signal correction and new data exchange formats, tree based classification and regression, independent component analysis, ensemble methods and neuro-fuzzy systems. It still retains, however, the proven features from previous editions: worked examples, questions and problems, additional information and brief explanations in the margin.
Inhaltsverzeichnis zu „Chemometrics “
What is Chemometrics? Basic Statistics Signal Processing and Time-Series Analysis Asymmetric Least Squares Smoothing Correction (AsLS) Peak alignment methods Optimization and Experimental Design Supersaturated design Pattern Recognition and Classification Confusion matrix Tree based clustering/classification Modeling Orthogonal signal correction Independent Component Analysis (ICA) Robust methods Orthogonal Partial Least Squares (OPLS) Multivariate Curve Resolution (MCR) Re-sampling techniques (bootstrapping /jackknifing) Bagging/Boosting Analytical Databases New data exchange formats: Netcdf, mzXML, etc. Molecular structure generation/elucidation Molecular descriptors and QSAR/QSPR examples Knowledge Processing and Soft Computing Ant colony algorithm Dynamic neural networks? Quality Assurance and Good Laboratory Practice Update of directives Appendix Software update Extend table III
Autoren-Porträt von Matthias Otto
Since 2016, Matthias Otto is Professor emeritus of Analytical Chemistry at the TU Bergakademie Freiberg in Germany. He was born in Dresden (Germany) and did all entire studies at the University of Leipzig. In 1984 he moved to Freiberg (Germany) as a lecturer and was appointed full Professor there in 1987. He has taught almost all aspects of Analytical Chemistry, mainly within the curricula of chemistry, applied sciences and geoecology, and organizes courses in basic and advanced chemometrics. He is author and editor of successful textbooks in analytical chemistry.
Bibliographische Angaben
- Autor: Matthias Otto
- 2016, 3rd ed., X, 383 Seiten, 201 Schwarz-Weiß-Abbildungen, 201 Abbildungen, Maße: 17,2 x 24,4 cm, Kartoniert (TB), Englisch
- Verlag: Wiley-VCH
- ISBN-10: 3527340971
- ISBN-13: 9783527340972
- Erscheinungsdatum: 22.11.2016
Sprache:
Englisch
Pressezitat
"Das Buch zeigt Verfahren zum Umgang mit Daten etc. Zusätzlich werden komplexere Themen wie PCA sehr gut dargestellt."Christian Lutz, TU Clausthal
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