Eigenvalue, Eigenvectors, Linear Algebra, Mathematics, Principal Component.
Edition. Anton, H. & Rorres, C. (2012). Algebra Linear com Aplicações. Tenth edition. You’ll have to be familiarized with the topics I wrote in this series before jumping into eigenvalues and eigenvectors, here are the links to it: Introduction to Linear Algebra [LA1] Linear Systems and Matrices