| Description |
1 online resource (435 p.) |
| Contents |
Cover -- Title Page -- Copyright -- Contents -- Preface -- List of Abbreviations -- Chapter 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 -- Chapter 2 Basic Statistics -- 2.1 Descriptive Statistics -- 2.2 Statistical Tests -- 2.3 Analysis of Variance -- General Reading -- Questions and Problems -- Chapter 3 Signal Processing and Time Series Analysis -- 3.1 Signal Processing -- 3.2 Time Series Analysis -- General Reading |
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Questions and Problems -- Chapter 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 -- Chapter 5 Pattern Recognition and Classification -- 5.1 Preprocessing of Data -- 5.2 Unsupervised Methods -- 5.3 Supervised Methods -- General Reading -- Questions and Problems -- Chapter 6 Modeling -- 6.1 Univariate Linear Regression -- 6.2 Multiple Linear Regression -- 6.3 Nonlinear Methods |
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General Reading -- Questions and Problems -- Chapter 7 Analytical Databases -- 7.1 Representation of Analytical Information -- 7.2 Library Search -- 7.3 Simulation of Spectra -- General Reading -- Questions and Problems -- Chapter 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 -- Section 8.1 Artificial Intelligence and Expert Systems -- Section 8.2 Neural Networks -- Section 8.3 Fuzzy Theory |
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Section 8.4 Genetic Algorithms and Other Global Search Strategies -- Questions and Problems -- Chapter 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 -- EULA |
| Notes |
Description based upon print version of record |
| Form |
Electronic book
|
| ISBN |
9783527843787 |
|
3527843787 |
|
