Introduction - If you have any usage issues, please Google them yourself
To map sample linear P dimension to K dimensional space (k<p). Moreover, the K dimensions are orthogonal to each other (not related). The K direction is the main component, and is re constructed, rather than simply from the original P dimension P-K dimension removal.