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In This Chapter
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Principal Component Analysis
- Introduction
- Principal Components
- Sample Principal Components
- Related Inference on Principal Components
- Computation of Principal Components
- Selecting Principal Components For Analysis
- Data Visualization
- Principal Component Regression
- Principal Components Based on Correlation Matrix
- Interpretation of Principal Components: A Biomarker Example
- Conclusion
- References
Abstract
Principal components are obtained through a series of variance maximization of the linear functions of the original variables. This entry discusses the concepts, analysis, and some biomedical applications of principal components.
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