Viri/Literature

All the material is in thelecture notes (updated March 11, 2025).

For those who would like to know more about the specific topic or need additional explanation, see one of the following books.

Linear models:

• S.R. Searle, M.H.J. Gruber: Linear Models, 2nd edition, Wiley, 2016.
• A. Ben-Israel, T.N.E. Greville: Generalized Inverses - Theory and Applications, Springer, 2003.
• I.T. Jolliffe: Principal Component Analysis, Springer, 2010.

Nonlinear models:

• G.A.F. Seber, C.J. Wild: Nonlinear Regression, Wiley, 2003.
• K. Sadanori: Introduction to multivariate analysis - linear and nonlinear modelling, CRC Press, 2010.

Curves and surfaces:

• M. Abate, F. Tovena: Curves and Surfaces, Springer, 2012.

Dynamical models:

• K.T. Alligood, T.D. Sauer, J.A. Yorke: Chaos: An Introduction to Dynamical Systems, Springer, 1996.

An online book containing linear models, nonlinear models, and dynamical models (and a lot more) with focus on numerical computations done in Julia.

Solved exercises from previous exams:   link