Optimization Theory¶

Todo

Under construction. See for example [20].

Rough notes: History

Existence of optimal solutions¶

Todo

Under construction. See for example [2].

Rough notes: Existence, uniqueness of optimal solutions
Rough notes: Example SVM

Convex optimization¶

Todo

Under construction. See for example [2], [8].

Rough notes: Convex Theory
Rough notes: Examples incl. SVM
Rough notes: Appendix (Hyperplane separation lemmas)

Lagrange function and Duality¶

Todo

Under construction. See for example [2], [8], [11].

Rough notes: Lagrange Function, Duality
Rough notes: Duality Examples incl. SVM