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MTL704

From IITD Wiki
MTL704
Numerical Optimization
Credits 3
Structure 3-0-0
Pre-requisites MTL103/MTL508
Overlaps

MTL704 : Numerical Optimization

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Unconstrained optimization techniques - one dimensional methods like Fibonacci method, Golden section method; higher dimension methods: pattern search method, Nelder and Meed method; gradient based methods: Steepest descent method, Newton method, Conjugate direction and gradient method, Quasi-Newton methods. Constrained optimization techniques - penalty method, barrier method, cutting plane method, projection gradient method. Heuristic technique: like Genetic programming method to solve non-convex programs.