Convex optimization
Lecture Syllabus ... pdf
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Donald Knuth
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LECTURE SLIDES
Topic one (What is it and what is it good for) pdf
Topic two (Convex analysis - sets) pdf
Topic three (Convex analysis - functions) pdf
Topic four (Convex optimization problems) pdf
Topic five (Dulaity) pdf
Topic six (Optimality conditions) pdf
Topic seven (Applications) pdf (later)
Topic eight (Interior point methods) pdf (later)
Textbooks and study materials:
S. Boyd, L. Vandenberghe: Convex Optimization
A. Ben-Tal, A. Nemirovski: Lectures on Modern Convex Optimization
R.T. Rockafellar: Convex Analysis
S. Boyd:
Additional Exercises for Convex Optimization
Useful links:
CVX Modeling System CVX
Concex optimization related sites:
Optimization online
Interior-point methods archive
Semidefinite programming