Clustering and Classification of Analytical Data

仪器资料 · 发表于 2018-11-17 08:34:48

Clustering and Classification of Analytical Data
1 Introduction 1
2 Principal Component Analysis 2
2.1 Variance-based Coordinate System 3
2.2 Information Content of Principal
Components 3
2.3 Case Studies 4
3 Cluster Analysis 5
3.1 Hierarchical Clustering 6
3.2 Practical Considerations 8
3.3 Case Studies 8
4 Pattern Recognition 9
4.1 k-Nearest Neighbor 12
4.2 Soft Independent Modeling by Class
Analogy 12
4.3 Feature Selection 13
4.4 Case Studies 13
5 Software 19
6 Conclusion 19
Abbreviations and Acronyms 19
Related Articles 19
References 20

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