Constrained Principal Component Analysis and Related Techniques
|Series title:||Chapman and Hall/CRC Monographs on Statistics and Applied Probability Ser.|
|Publication Date:||Oct 2013|
| Publisher:||CRC Press LLC|
| Imprint:||Chapman & Hall/CRC|
| Book Format:||Hardback|
|List Price:||USD $94.95|
| Book Description: |
In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data.
- How can regression analysis and PCA be combined in a beneficial way?
- Why and when is it a good idea to combine them?
- What kind of benefits are we getting from them?
Addressing these questions, Constrained...