Table of contents : Cover Front Matter 1. Introduction 2. General Theories and Notations 3. Square Root and Inverse Square Root 4. First Principal Eigenvector 5. Principal and Minor Eigenvectors 6. Accelerated Computation of Eigenvectors 7. Generalized Eigenvectors 8. Real-World Applications of Adaptive Linear Algorithms Back Matter