Chemometrics 4e – Statistics and Computer Application in Analytical Chemistry de M Otto

Chemometrics 4e – Statistics and Computer Application in Analytical Chemistry

M Otto

en Limba Engleză Paperback – 26 dec 2023

Serving as both an introductory text and practical approach, covers all relevant chemometric topics from basic statistics, via modeling and databases right up to the latest artificial intelligence and neural network developments.

Citește tot Restrânge

Cuprins

Contents List of Abbreviations VII Symbols IX 1 What is Chemometrics? 1.1 The Computer-Based Laboratory 1.2 Statistics and Data Interpretation 1.3 Computer-Based Information Systems/Artificial Intelligence General Reading Questions and Problems 2 Basic Statistics 2.1 Descriptive Statistics 2.2 Statistical Tests 2.3 Analysis of Variance General Reading Questions and Problems 3 Signal Processing and Time Series Analysis 3.1 Signal Processing 3.2 Time Series Analysis General Reading Questions and Problems 4 Optimization and Experimental Design 4.1 Systematic Optimization 4.2 Objective Functions and Factors 4.3 Experimental Design and Response Surface Methods 4.4 Sequential Optimization: Simplex Method General Reading Questions and Problems 5 Pattern Recognition and Classification 5.1 Preprocessing of Data 5.2 Unsupervised Methods 5.3 Supervised Methods General Reading Questions and Problems 6 Modeling 6.1 Univariate Linear Regression 6.2 Multiple Linear Regression 6.3 Nonlinear Methods General Reading Questions and Problems 7 Analytical Databases 7.1 Representation of Analytical Information 7.2 Library Search 7.3 Simulation of Spectra General Reading Questions and Problems 8 Knowledge Processing and Soft Computing 8.1 Artificial Intelligence and Expert Systems 8.2 Neural Networks 8.3 Fuzzy Theory 8.4 Genetic Algorithms and Other Global Search Strategies General Reading Questions and Problems 9 Quality Assurance and Good Laboratory Practice 9.1 Validation and Quality Control 9.2 Accreditation and Good Laboratory Practice General Reading Questions and Problems Appendix Index