Questions regarding factor analysis and principal component analysis, both here and elsewhere, reveal considerable confusion of terms, disagreements about requirements, different recommendations for different issues and so on. Different programs label the same output differently. There is a fairly bewildering number of choices of extraction, rotation and so on. In addition, there is confusion about exploratory vs. confirmatory factor analysis and how both differ from principal component analysis.
I studied factor analysis way back in the late 1990s. I've read a bunch of recent articles. I think I more or less know what I am doing. However, it would be good to know of some authoritative recent source; perhaps an edited collection.
Some quick searching on Amazon didn't reveal any obvious candidates; are there any?