Fall 2004,
Wednesday 4:30-7:10, Enterprise Hall 173
Professor
Ariela Sofer
Professor and Chair
Science and Technology II, Room 111
phone: (703) 993-1692 or 993-1670 (secretary)
Office hours: Tuesday 2:30--4:00, Wednesday 2:30--4:00, or by
appointment
electronic mail: asofer@gmu.edu
fax: (703) 993-1521 (on cover sheet put: A. Sofer, SEOR Dept.)
Text
Stephen G. Nash and Ariela Sofer,
Linear and Nonlinear Programming,
McGraw-Hill, (1996).
The book is currently out of print but will be in print again. This
semester we will have to use copies. Copies will be
sold at the bookstore soon!
Course web page: www.gmu.edu/departments/ore/sofer/or641_04.html
Course description
Linear programming problems arise in a wide variety of applications
from areas such as finance, transportation, and military.
These problems may be very large, potentially
involving thousands of constraints and millions of variables.
This course focuses on the theory and methods for solving large-scale
linear programs. Students will gain hands-on experience in solving
large-scale linear programs via computational work with the software
CPLEX.
We will take an indepth look at the geometry of linear programs, then discuss the simplex method, duality theory and the dual simplex. We then discuss computational enhancements to the simplex that make it suitable for large sparse programs. These include the revised simplex, basis factorization, and bounded-variable linear programs. We then discuss computational complexity of finite algorithms, and in particular the simplex method. Finally, we discuss nonsimplex methods for linear programming including the ellipsoid method and the primal-dual interior-point method. The course will cover Chapters 2-7, 9, and Appendix A.1-A.5 of the book.
Grading
There will be an in-class midterm examination,
and a cumulative final exam . The midterm will make up 25% of the
grade and the final exam will make up 35% of the grade.
Homeworks will make up 20% of the grade.
A computational project will make up the remaining 20% of the grade.
In computing the final grade, the lowest homework grade will
be dropped.
The exams will be open book, open notes.
Exam Dates
Midterm: Wednesday October 27
Final exam: Wednesday December 15, 4:30- 7:15.
Fundamental rules