I know Principal Component Analysis is the technique to reduce variable;
Factor Analysis is to find the latent factor. But here are some questions:
1. What makes the difference between the principal components and the latent
factors?
2. Doesn't FA also serve to reduce your number of variables?
3. How do you decide if you want latent factor or principal component?
4. Heck... isn't principal component also latent?