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Optimization Methods (SMA 5213) >> Content Detail



Lecture Notes



Lecture Notes

lec #TOPICS
Linear Optimization
1Introduction (PDF)
2The Geometry of LO (PDF)
3The Simplex Method (PDF)
4The Simplex Method II (PDF)
5Duality Theory I (PDF)
6Duality Theory II (PDF)
7Sensitivity Analysis (PDF)
8Robust Optimization (PDF)
9Large Scale Optimization (PDF)
Network Flows
10Network Optimization - Introduction and Applications (PDF)
11Network Optimization - The Network Simplex Algorithm (PDF)
Discrete Optimization
12Discrete Optimization (PDF)
13Exact Methods for IP (PDF)
14Lagrangean Methods (PDF)
15Heuristic Methods (PDF)
Dynamic Optimization
16Dynamic Programming (PDF)
Nonlinear Optimization
17Applications of Nonlinear Optimization (PDF)
18Optimality Conditions and Gradient Methods for Unconstrained Optimization (PDF)
19Line Searches and Newton's Method (PDF)
20The Conjugate Gradient Algorithm Optimality Conditions for Constrained Optimization (PDF)
21The Affine Scaling Algorithm (PDF)
22Barrier Interior Point Algorithms (PDF)
23Semidefinite Optimization (PDF)
24Semidefinite Optimization (cont.) (PDF)

 








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