18.433 Combinatorial Optimization
When and where:
The class meets on Tuesdays and Thursdays from 1PM to 2:30PM in
room 2-105.
Instructor: Michel Goemans, room
2-351. Office hours: Wed 2-3PM.
TA: Karola Meszaros. E-mail: karola@math. Office hours: Mon 12-1 in 2-334.
This page: http://math.mit.edu/~goemans/18433.html
Prerequisites: Linear algebra. Exposure to discrete
mathematics (18.310) is a plus, as well as exposure to algorithms
(6.006 and/or 18.410).
Textbook: There is no required textbook. Lecture
notes will be distributed during the term. For additional references,
the following textbooks are recommended (roughly in increasing difficulty
level or comprehensiveness). The last two are especially recommended
to anyone interested in a recent, in-depth coverage of the subject.
- J. Lee, A
First Course in Combinatorial Optimization, Cambridge University
Press, 2004.
- W.
Cook, W. Cunningham, W. Pulleyblank and A. Schrijver,
Combinatorial Optimization.
-
C. Papadimitriou and K. Steiglitz, Combinatorial Optimization:
Algorithms and Complexity, Prentice-Hall, 1982.
-
E.L. Lawler, Combinatorial Optimization: Networks and Matroids,
Holt, Rinehart and Winston, 1976.
-
G. Nemhauser and L. Wolsey, Integer and Combinatorial
Optimization, John Wiley & Sons, 1988.
-
B. Korte and J. Vygen,
Combinatorial Optimization: Theory and Algorithms,
Algorithms and Combinatorics 21
Springer, Berlin Heidelberg New York, 2006.
-
3-volume book by A.
Schrijver, Combinatorial
Optimization: Polyhedra and Efficiency , Springer-Verlag,
2003.
Syllabus:
- Introduction.
- Cardinality bipartite matching.
- Efficiency of algorithms.
- Assignment problem.
- Non-bipartite matching.
- Polytopes, linear programming, geometry.
- Polyhedral combinatorics.
- Maximum flow problem.
- Minimum cut problems.
- The ellipsoid algorithm.
- The matching polytope.
- Matroids. Matroid optimization, matroid polytope.
- Matroid intersection.
- Arborescence problem.
- Matroid union.
- The travelling salesman problem.
Assignments and grading. There will be roughly
bi-weekly problem sets, an in-class quiz (most likely on April 7th) and a final during final week (May 16th from 1:30PM to 4:30PM in Walker Memorial (W30)). The grade will be 30% Psets, 30% quiz and 40%
final. Attendance is strongly encouraged. Graduate students and
undergraduates may be graded differently. Late
policy. Late problem sets will generally not be
accepted. Still, for a good reason, an arrangement can be made
provided you discuss it with the instructor at least 48 hours prior to
the deadline.
Problem Sets
- Problem Set 1, due in class on Tuesday Feb 15th. Read the bipartite matching notes. From these notes, solve exercises 1-4, 1-5, 1-6, 1-8, 1-12. If you are a graduate student also do 1-17.
- Problem set 2, due in class on Tuesday March 1st.
- Problem set 3, due in class on Tuesday March 15th.
- Problem set 4, due in class on Tuesday March 29th.
- Solution to 4-12
- Problem set 5, due in class on Thursday April 21st.
- Problem set 6, due in class on Thursday April 28th.
Quiz
There is a quiz in class on April 7th. Here is a sample quiz from 2 years ago.
Final from 2009
Here is a sample final from 2009. Caveat: it may not be representative from this year's final...
Updated course notes for 2011
Course notes from 2009 (to be revised)