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Cover: 9783527352661 | Chemometrics | Matthias Otto | Taschenbuch | 432 S. | Englisch | 2023
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Chemometrics
Statistics and Computer Application in Analytical Chemistry
Taschenbuch von Matthias Otto
Sprache: Englisch

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Beschreibung
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.
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.
Über den Autor
Matthias Otto is Professor emeritus of Analytical Chemistry at the TU Bergakademie Freiberg in Germany. He studied 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.
Inhaltsverzeichnis
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


Details
Erscheinungsjahr: 2023
Fachbereich: Theoretische Chemie
Genre: Chemie
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: 432 S.
ISBN-13: 9783527352661
ISBN-10: 352735266X
Sprache: Englisch
Herstellernummer: 1135266 000
Einband: Kartoniert / Broschiert
Autor: Otto, Matthias
Auflage: 4. Auflage
Hersteller: Wiley-VCH GmbH
Maße: 240 x 167 x 22 mm
Von/Mit: Matthias Otto
Erscheinungsdatum: 27.12.2023
Gewicht: 0,814 kg
Artikel-ID: 127272538
Über den Autor
Matthias Otto is Professor emeritus of Analytical Chemistry at the TU Bergakademie Freiberg in Germany. He studied 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.
Inhaltsverzeichnis
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


Details
Erscheinungsjahr: 2023
Fachbereich: Theoretische Chemie
Genre: Chemie
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: 432 S.
ISBN-13: 9783527352661
ISBN-10: 352735266X
Sprache: Englisch
Herstellernummer: 1135266 000
Einband: Kartoniert / Broschiert
Autor: Otto, Matthias
Auflage: 4. Auflage
Hersteller: Wiley-VCH GmbH
Maße: 240 x 167 x 22 mm
Von/Mit: Matthias Otto
Erscheinungsdatum: 27.12.2023
Gewicht: 0,814 kg
Artikel-ID: 127272538
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