Aktion	Zweigstelle	Standorte	Status	Frist	Vorbestellungen
Vorbestellen	Zweigstelle: 07., Urban-Loritz-Pl. 2a	Standorte: NN.CN FS.E Otto / College 6a - Englisch	Status: Verfügbar	Frist:	Vorbestellungen: 0

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.

 

 

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