Calendar · Lecture Notes
MIT OpenCourseWare
Systems Optimization: Models and Computation (SMA 5223)
- Instructors
- Prof. Jie Sun, Prof. Robert Freund, Prof. Thomas Magnanti
- Term
- Spring 2004
- Level
- Graduate
- What's inside
- 1 lecture note · 36 other files · 3 web pages
- Materials open
- MIT OCW
About this course
Source: MIT OpenCourseWare 15.094J Systems Optimization: Models and Computation (SMA 5223), Spring 2004, Prof. Jie Sun, Prof. Robert Freund, Prof. Thomas Magnanti — original course page on ocw.mit.edu ↗. License: CC BY-NC-SA 4.0. Study order: MIT's own listing order, section by section. Taken from MIT's published course files, downloaded from ocw.mit.edu on September 23, 2026. How RedLectern is built.
Materials are grouped the way MIT organized them. A verified, course-wide order has not been established here.
Before you start
Prerequisites are not listed here. Check MIT's own syllabus for this course.
How this course was organized
What's here, and what isn't
- A lecture sequence of 24 items is confirmed. It stays as organized materials rather than a full course order.
Not included here
3 items from the source could not be safely included:
- MIT's page format for this item wasn't recognized clearly enough to place it safely. (3 items)
Materials by section
Grouped by section, as MIT organized them. Not sequenced or ordered.
Lecture Notes
26 files
- Optimization Modelling and Computaional Issues in Radiation Therapy Download
- Increasing the Computational Effectiveness of the Simple Method Download
- Working with the Basis Inverse Over a Sequence of Iterations Download
- Applied Lagrange Duality for Constrained Optimization Download
- Simple Routines for Optimization Download
- Telecommunications System Design: Minimum-Cost Embeddings of Reliable Virtual Private Networks Download
- Exact Algorithms for the Minimum-Cost Embeddings of Reliable Virtual Private Networks into Telecommunications Networks Download
- Column Generation Download
- Column Generation II: Application in Distribution Network Design Download
- Module on Large-Scale Integer Programming and Combinatorial Optimization Download
- Introduction to Convex Constrained Optimization Download
- Facility Location and Distribution System Planning Download
- Network Design: Network Loading and Pup Matching Download
- Pattern Classification, and Quadratic Problems Download
- Solution Methods for Quadratic Optimization Download
- Notes for Class: Analytic Center, Newton’s Method, and Web-Based ACA Download
- Truss Design and Convex Optimization Download
- Stochastic Linear Optimization, and Extensions Download
- Optimization under Uncertainty Download
- Benders’ Decomposition Methods for Structured Optimization, including Stochastic Optimization Download
- Introduction to Semidefinite Programming (SDP) Download
- Truss Structures - Natural Frequency Manipulation via SDP Download
- Selfish Routing in Capacitated Networks Download
- System-Optimal Routing of Traffic Flows with User Constraints in Networks with Congestion Download
- Effective Route Guidance in Traffic Networks Download
- Effective Route Guidance in Traffic Networks (cont.) Download
Assignments
9 files
Other materials from this course
Course outline
Calendar · Lecture Notes
Lecture 2: Computer Solution and Issues in Solving Linear Optimization
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Lecture 3: Applied Lagrange Duality
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Lecture 4: Simple Routines for Optimization
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Lecture 5: Telecommunications Systems Design Problem
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Lecture 6: Column Generation, I
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Lecture 7: Column Generation, II
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Lecture 8: Discrete Optimization, I
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Lecture 9: Convex Constrained Optimization Models
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Lecture 10: Discrete Optimization, II
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Lecture 11: Discrete Optimization, III
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Lecture 12: Pattern Classification: Separable Problems
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Lecture 13: Pattern Classification and QP Methods, I
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Lecture 14: QP and Nonlinear Methods, II
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Lecture 15: E-commerce Application
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Lecture 16: Truss Design and SOCP, I
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Lecture 17: Truss Design and SOCP, II
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Lecture 18: Issues in Non-Convex Optimization
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Lecture 19: Stochastic Linear Optimization, and Extensions
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Lecture 20: Stochastic LP and Benders Decomposition
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Lecture 21: Semi-Definite Optimization, I
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Lecture 22: Semi-Definite Optimization, II
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Lecture 23: Traffic Control Models, I
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Lecture 24: Traffic Control Models, II
MIT OpenCourseWare, Prof. Jie Sun, Prof. Robert Freund, Prof. Thomas Magnanti, 15.094J Systems Optimization: Models and Computation (SMA 5223), Spring 2004.
License: CC BY-NC-SA 4.0 · Edition: Spring 2004 · Open the original course on OCW ↗
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