Mod-10 Lec-40 Barrier and Penalty Methods, Augmented Lagrangian Method and Cutting Plane Method | Courses.com

Course Lectures

Mod-01 Lec-01 Introduction
Dr. Shirish K. Shevade

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Mod-02 Lec-02 Mathematical Background
Dr. Shirish K. Shevade

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Mod-02 Lec-03 Mathematical Background (contd)
Dr. Shirish K. Shevade

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Mod-03 Lec-04 One Dimensional Optimization - Optimality Conditions
Dr. Shirish K. Shevade

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Mod-03 Lec-05 One Dimensional Optimization (contd)
Dr. Shirish K. Shevade

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Mod-04 Lec-06 Convex Sets
Dr. Shirish K. Shevade

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Mod-04 Lec-07 Convex Sets (contd)
Dr. Shirish K. Shevade

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Mod-05 Lec-08 Convex Functions
Dr. Shirish K. Shevade

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Mod-05 Lec-09 Convex Functions (contd)
Dr. Shirish K. Shevade

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Mod-06 Lec-10 Multi Dimensional Optimization - Optimality Conditions, Conceptual Algorithm
Dr. Shirish K. Shevade

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Mod-06 Lec-11 Line Search Techniques
Dr. Shirish K. Shevade

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Mod-06 Lec-12 Global Convergence Theorem
Dr. Shirish K. Shevade

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Mod-06 Lec-13 Steepest Descent Method
Dr. Shirish K. Shevade

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Mod-06 Lec-14 Classical Newton Method
Dr. Shirish K. Shevade

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Mod-06 Lec-15 Trust Region and Quasi-Newton Methods
Dr. Shirish K. Shevade

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Mod-06 Lec-16 Quasi-Newton Methods - Rank One Correction, DFP Method
Dr. Shirish K. Shevade

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Mod-06 Lec-17 Quasi-Newton Methods - Rank One Correction, DFP Method
Dr. Shirish K. Shevade

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Mod-06 Lec-18 Conjugate Directions
Dr. Shirish K. Shevade

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Mod-06 Lec-19 Quasi-Newton Methods - Rank One Correction, DFP Method
Dr. Shirish K. Shevade

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Mod-07 Lec-20 Constrained Optimization - Local and Global Solutions, Conceptual Algorithm
Dr. Shirish K. Shevade

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Mod-07 Lec-21 Feasible and Descent Directions
Dr. Shirish K. Shevade

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Mod-07 Lec-22 First Order KKT Conditions
Dr. Shirish K. Shevade

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Mod-07 Lec-23 Constraint Qualifications
Dr. Shirish K. Shevade

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Mod-07 Lec-24 Convex Programming Problem
Dr. Shirish K. Shevade

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Mod-07 Lec-25 Second Order KKT Conditions
Dr. Shirish K. Shevade

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Mod-07 Lec-26 Second Order KKT Conditions (contd)
Dr. Shirish K. Shevade

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Mod-08 Lec-27 Weak and Strong Duality
Dr. Shirish K. Shevade

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Mod-08 Lec-28 Geometric Interpretation
Dr. Shirish K. Shevade

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Mod-08 Lec-29 Lagrangian Saddle Point and Wolfe Dual
Dr. Shirish K. Shevade

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Mod-09 Lec-30 Linear Programming Problem
Dr. Shirish K. Shevade

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Mod-09 Lec-31 Geometric Solution
Dr. Shirish K. Shevade

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Mod-09 Lec-32 Basic Feasible Solution
Dr. Shirish K. Shevade

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Mod-09 Lec-33 Optimality Conditions and Simplex Tableau
Dr. Shirish K. Shevade

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Mod-09 Lec-34 Simplex Algorithm and Two-Phase Method
Dr. Shirish K. Shevade

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Mod-09 Lec-35 Duality in Linear Programming
Dr. Shirish K. Shevade

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Mod-09 Lec-36 Interior Point Methods - Affine Scaling Method
Dr. Shirish K. Shevade

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Mod-09 Lec-37 Karmarkar's Method
Dr. Shirish K. Shevade

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Mod-10 Lec-38 Lagrange Methods, Active Set Method
Dr. Shirish K. Shevade

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Mod-10 Lec-39 Active Set Method (contd)
Dr. Shirish K. Shevade

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Mod-10 Lec-40 Barrier and Penalty Methods, Augmented Lagrangian Method and Cutting Plane Method
Dr. Shirish K. Shevade

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Mod-10 Lec-41 Summary
Dr. Shirish K. Shevade

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Mod-01 Lec-07 Food and Drinks
Dr. Shirish K. Shevade

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