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1.142

Robust Modeling, Optimization, and Computation

4-0-8 units · Graduate

See description under subject 15.094[J] .

Spring 2004 · Systems Optimization: Models and Computation (SMA 5223)

Topics

  • Overview of Optimization Models; and Radiation Therapy
  • Computer Solution and Issues in Solving Linear Optimization
  • Applied Lagrange Duality
  • Simple Routines for Optimization
  • Telecommunications Systems Design Problem
  • Column Generation, I
  • Column Generation, II
  • Discrete Optimization, I
  • Convex Constrained Optimization Models
  • Discrete Optimization, II
  • Discrete Optimization, III
  • Pattern Classification: Separable Problems
  • Pattern Classification and QP Methods, I
  • QP and Nonlinear Methods, II
  • E-commerce Application
  • Truss Design and SOCP, I
  • Truss Design and SOCP, II
  • Issues in Non-Convex Optimization
  • Stochastic Linear Optimization, and Extensions
  • Stochastic LP and Benders Decomposition
  • Semi-Definite Optimization, I
  • Semi-Definite Optimization, II
  • Traffic Control Models, I
  • Traffic Control Models, II

Readings

Prerequisites & course information

Same subject as 15.094[J] Prereq: 18.06 or permission of instructor G (Spring) 4-0-8 units

Sources