The purpose of this course is to investigate the fundamental notions in the optimization theory with or without constraints. The theory will be illustrated in the case of regression problems. The outline of the course is the following :
- The classical results on optimization problems with or without constraints
- Application to the problems of approximation
- Examples of nonlinear regression