Chemometrics by Matthias OttoISBN: 9783527340972
Publication Date: 2016
"Chemometrics: Statistics and Computer Application in Analytical Chemistry, 3rd edition, is an introductory textbook and ready reference covers all pertinent topics, from basic statistics via modeling and databases right up to the latest regulatory issues. The author 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 covers recent developments such as orthogonal signal correction and new data exchange formats, tree based classification and regression, independent component analysis, ensemble methods and neuro-fuzzy systems. It retains worked examples, questions and problems, additional information and brief explanations in the margin." (publisher's description)