Math 408 A, Nonlinear Optimization (3 credits), Winter 2011
Instructor : Rekha Thomas
- Office : Padelford C-438
- Phone : (206) 616 9374
- Office hours : M: 3:00 pm --5:00 pm (in PDL C-438).
- Email : I would prefer not to get emails. Please talk to me in class or office hours.
Teaching Assistant : Chris Jordan-Squire
- Office : PDL C-8G
- Office hours : Tuesdays 10 am - 12 noon (in PDL C-8G)
Course Information
- Description : Nonlinear optimization is a topic in
applied mathematics that is at the forefront of modern research. It
has widespread applications in science, engineering, economics,
statistics, computer science, the social siences, biology etc. Our
main goal in this class is to understand the theoretical
(mathematical) structure of these problems and their solutions.
- Lecture : EEB 003 , MWF 10:30-11:20
- Textbook : There is no official textbook for this class, but we will follow course notes written by Professor Paul Tseng among other things.
- Prerequisites : either 2.0 in MATH 308 or 2.0 in MATH
318; either 2.0 in MATH 327 or 2.0 in MATH 334.
This class requires solid working knowledge of both linear algebra and
advanced calculus. This is a rather large requirement as it pretty
much touches on all the mathematics that you might have learned thus
far. The payoff is that you get to apply all your previous training to
an exciting topic that is simultaneously both ancient and modern, with
widespread applications in many areas.
You will be expected to understand and write mathematical proofs in
this class.
- Structure of the course and expectations: : This course
will be taught through the lectures , reading assignments
and homeworks . The lectures introduce the concepts and
hence tend to be the most straightforward. The homeworks will be
based primarily on the material taught in class but are intended to
stretch your thinking and also sometimes to teach new concepts. Hence
you should not expect that the homeworks will be entirely like the
lectures.
-
Homeworks and Exams
- Homeworks (30% of overall grade):
There will be a weekly homework assignment due
on Wednesdays IN CLASS. The
assigments will be posted below on this webpage. A subset of the
problems will be graded each week. Your lowest homework grade will be
dropped at the end of the quarter.
- Exams (70% of overall grade):
- Midterm Exam (30% of overall
grade) : Friday, February 11, in class.
- Final Exam (40% of overall grade) : 8:30-10:20 a.m.
Monday, March 14, 2011, in class.
- General Comments
- Guidelines on how to write up solutions to problems:
You must show all your work to get full credit. Explain your
steps or methods clearly. Use words to give such explanations if
needed. After you have written a solution ask yourself if someone else
in the class could follow and understand your solution easily. Always
put yourself in the shoes of the grader when you write solutions to
problems. It is important that it be apparent to the grader that you
did this work on your own and that he/she understands your logic. Make
it easy to grade your work. This also requires you to be organized and
clear in your writing. Writing that is hard to understand or
disorganized will be assumed to be wrong.
- Late homeworks and make-up exams: : Homeworks are due in
class on WEDNESDAYS. No late homeworks will be accepted. Exams can only
be made up because of illnesses or other serious reasons. In these
situations, I will need written documentation explaining the
situation. Please let me know as soon as possible if you cannot take
an exam on the scheduled date.
- Partial Credit: There might be several questions on an
exam that carry no partial credit. This is usually because of the
nature of the question where a partially correct answer may make no
sense at all. For instance, a misstated theorem or definition is just
a false statement and couldn't be graded with partial credit. It is
important to learn to do computations and make arguments correctly
from beginning to end.
- Keep records : Please hold on to all your graded
homeworks and exams until you receive your final grade. You
will be asked to produce these if there are any questions or
complications regarding records during the quarter.
- Tips on getting a good grade:
- Read all assigned reading materials. It is
very important to really understand the concepts (as opposed to
memorizing facts). It is not enough to know recipes to solve numerical
problems. You will be asked questions that test your understanding of
the material. A good way to find out whether you really understand
something is to try to explain it to someone. You might be surprised
to see how hard it is to accurately explain/reproduce a concept that
you think you understand.
- Write clearly and correctly. Be logical in your arguments. Learn
definitions and statements of theorems accurately. Remember that I can
only evaluate your written work and so it is important to convey your
knowledge precisely in your writing.
- Do the homework problems. Even if you understand the material, it
is hard to reproduce this on a test without practice. It's important
to learn to work relatively quickly. This can only come with
practice.
- Come to office hours or talk to me or your TA if you are having
trouble. Let me know early in the quarter if you are having problems
with the course for whatever reason.
ANNOUNCEMENTS
Homework Assignments
Week 1
Linear Algebra & Multivariable Calculus Review
These are extensive reviews of the prerequisites needed for this course
written by Professor Burke. Please review this material carefully during the
first week of class.
Read Chapter 1 in the notes.
Below are pdf files of the material covered this week that is not in the notes. These scans are from a previous year, so ignore the order of problems. Just read the math content.
LP review
Max cut problem
Homework 1
(due in class on Wednesday, January 12)
Solutions
Week 2
Read Chapter 2 in the notes.
The pictures I wanted to show you in class. (using Mathematica)
Homework 2 (due in class on Wednesday, January 19)
Exercises: 2.1.1, 2.1.2,
2.2.3,
2.3.1, 2.3.2, 2.3.3, 2.3.4, 2.3.5
2.4.1
Solutions from Sections 2.1
The remaining solutions will be posted next week.
Week 3
Read Chapter 3.1 in the notes.
Homework 3 (due in class on Wednesday, January 26)
Exercises: 2.4.2, 2.4.3
3.1.1, 3.1.2, 3.1.3, 3.1.4 (NOTE: the problems were updated on 1/20)
Solutions to remaining problems in Chapter 2.
Correction to solution of Problem 2.4.3 (b): See picture
of the feasible region with contours of the objective function. From picture it looks like there is a
local min on the line -2x_1 + x_2 = 1. Using this equation calculate that this local min is
(ln 2, 1+ 2 ln 2). This point is also a global min (why?).
Week 4
Read Chapter 3.1-3.2 in the notes.
Homework 4 (due in class on Wednesday, February 2)
Exercises: 3.1.5, 3.1.6, 3.1.7
3.2.2 (a,c,e,g), 3.2.4, 3.2.5, 3.2.6, 3.2.7
Solutions to problems in 3.1
Week 5
Read Chapter 3.3 in the notes.
Homework 5 (due in class on Wednesday, February 9)
Exercises: 3.2.8, 3.2.9, 3.2.10
3.3.2, 3.3.4, 3.3.5, 3.3.6, 3.3.7, 3.3.10
Solutions to problems in 3.2
Solutions to problems in 3.3
Week 6
Read Chapter 3.4 in the notes.
No homework this week.
Midterm on Friday, Feb 11.
Solutions to the midterm exam
Week 7
Chapter 3.5, Start Chapter 4.
Homework 6 (due in class on !!!! Monday, February 28 !!!!)
Exercises: 3.4.3, 3.4.4, 3.4.6 (you may use the results in 3.5)
3.5.1 (a,c,e,g), 3.5.3, 3.5.4, 3.5.5, 3.5.7, 3.5.8
Solutions
Solutions
Week 8
Chapter 4.1
Week 9
Chapter 4.1
Homework 7 (last homework) (due in class on Friday, March 11)
Exercises: 4.1.1, 4.1.2, 4.1.7, 4.1.8
Excercies: 4.2.2 (try 4.2.1 as well -- no need to turn it in)
Week 10
Finish Chapter 4
Homework 7 (last homework) (due in class on Friday, March 11)
Exercises: 4.1.1, 4.1.2, 4.1.7, 4.1.8
Excercies: 4.2.2 (try 4.2.1 as well -- no need to turn it in)
Solutions
Review
Old Midterm Exam
Old Final Exam