Introduction to multivariate statistical analysis in chemometrics. ([2016?])

• Record Type: Book
• Further Information: Note: Kurt Varmuza, Peter Filzmoser.
• Authors: Varmuza, Kurt, 1942-; Filzmoser, Peter
• Contents: Introduction Chemoinformatics–Chemometrics–Statistics This Book Historical Remarks about Chemometrics Bibliography Starting Examples Univariate Statistics—A Reminder Multivariate Data Definitions Basic Preprocessing Covariance and Correlation Distances and Similarities Multivariate Outlier Identification Linear Latent Variables Summary Principal Component Analysis (PCA) Concepts Number of PCA Components Centering and Scaling Outliers and Data Distribution Robust PCA Algorithms for PCA Evaluation and Diagnostics Complementary Methods for Exploratory Data Analysis Examples Summary Calibration Concepts Performance of Regression Models Ordinary Least Squares Regression Robust Regression Variable Selection Principal Component Regression Partial Least Squares Regression Related Methods Examples Summary Classification Concepts Linear Classification Methods Kernel and Prototype Methods Classification Trees Artificial Neural Networks Support Vector Machine Evaluation Examples Summary Cluster Analysis Concepts Distance and Similarity Measures Partitioning Methods Hierarchical Clustering Methods Fuzzy Clustering Model-Based Clustering Cluster Validity and Clustering Tendency Measures Examples Summary Preprocessing Concepts Smoothing and Differentiation Multiplicative Signal Correction Mass Spectral Features Appendix 1: Symbols and Abbreviations Appendix 2: Matrix Algebra Appendix 3: Introduction to R Index References appear at the end of each chapter.
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2016
• Copyright Date: 2009
• Extent: 1 online resource, illustrations
• Subjects: 543.01/519535; Chemometrics; Multivariate analysis; Multivariate Analysis; Chemistry; Chemistry Techniques, Analytical; SCIENCE -- Chemistry -- Analytic; Chemometrics; Multivariate analysis; Kemometri; Electronic books
• Languages: English
• ISBNs: 9781420059496; 1420059491
• Notes: Note: Includes bibliographical references.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.