STANFORD CME307/MS&E311
Optimization
Winter 2017-2018

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CME307/MS&E311
Since 2010
Handouts

Title Last Updated
Lecture 18 : CME307/MS&E311 Optimization Algorithm Summary March 13, 2018
Lecture 17 : Project Discussions March 11, 2018
Lecture 16 : Block Coordinate and Stochastic Gradient Decent Methods March 8, 2018
Lecture 15 : Dual/Lagrangian Methods for Constrained Optimization March 1, 2018
Lecture 14 : Interior-Point Methods for Nonlinear and Semidefinite Programming February 26, 2018
Lecture 13 : Second-Order Algorithm II: Interior-Point Methods February 22, 2018
Lecture 12 : Second Order Optimization Algorithms I February 19, 2018
Suggested Project #4 February 18, 2018
Suggested Project #3 February 18, 2018
Suggested Project #2 February 15, 2018
Suggested Project #1 February 15, 2018
Lecture 11 : More First Order Optimization Algorithms February 13, 2018
Lecture 10: Zero-Order and First-Order Optimization Algorithms February 10, 2018
Lecture 9 : Midterm Optimization Theory Summary February 6, 2018
Lecture 8 : Applications of Nonlinear Optimality Conditions and Duality Theory I February 3, 2018
Lecture 7 : Lagrangian Duality Theory January 29, 2018
Lecture 6 : Optimality Conditions for General Constrained Optimization January 27, 2018
Lecture 5 : Optimality Conditions: More Applications of the DualityTheory January 22, 2018
Lecture 4 : Conic Duality Theorems and Applications January 21, 2018
Lecture 3 : Elements of Convex Analyses and Conic Duality January 16, 2018
Lecture 2 : Mathematical Optimization Models and Applications January 11, 2018
Lecture 1 : Introduction and Math Preliminaries December 13, 2017
2017 Lecture 13 : Second Order Optimization Algorithms I February 20, 2017
Suggested Project #3 February 20, 2017
Suggested Project #2 February 13, 2017
Suggested Project #1 February 5, 2017
Solvers in Matlab March 13, 2012
Exchage Market Material I January 29, 2010
Exchage Market Material II January 29, 2010
Core Reading Material January 29, 2010
Supplement Note: Proofs of Conic LP Duality February 6, 2008
Fisher Price Solver February 14, 2007
Example Demonstration in Excel January 13, 2007
Supper-Ball Auction January 20, 2006
Matlab solvers for linearly constrained convex programing February 27, 2005
Supplement Note: Alternative Systems January 26, 2005
Early class note by Prof. Cottle November 25, 2004