General Information
Recommended References
- Convex Optimization by S. Boyd and L. Vandenberghe
(ISBN: 978-0521833783)
A PDF version is available
here.
- Introduction to Nonlinear Optimization: Theory, Algorithms, and Applications with MATLAB by A. Beck
(ISBN: 978-1611973648)
A PDF version is available to Dartmouth students
here.
- First-order Methods in Optimization by A. Beck
(ISBN: 978-1611974980)
A PDF version is available to Dartmouth students
here.
- Introductory Lectures on Convex Optimization: A Basic Course by Y. Nesterov
(ISBN: 978-1441988539)
A preliminary PDF version is available
here.
A hard copy is on reserve at the Baker-Berry library.
Scheduled Lectures
MWF 2:10—3:15
(x-hour) Th 1:20—2:10
Kemeny 200
Instructor
Donghwan Kim
Office: 311 Kemeny Hall
Office Hours: Tu, Th 1:20—2:10 and by appointment
Contact via email.
Exams
- Take-home Exam: posted on the canvas website under "announcements" on Mar. 5 (M); email when you start the exam (no later than Mar. 9 (F)); submit your answer in person, under the Kemeny 311’s door, or via email within 48 hours after you start the exam.
Project
- Each student will read and summarize one paper relevant to convex optimization.
- The student can choose a suitable paper of interest to him/her that is approved by the instructor. I will post some topics and articles that are interesting and accessible.
- Students should provide both written and oral reports by the end of the term.
Homework Policy
- Written assignments will be assigned weekly. They will be due each Friday, turned in to the instructor at the beginning of the lecture, and they will typically cover the material up through the previous Friday.
- Late homework will be penalized 10% for each day it is late.
Grades
The course grade will be based upon the scores on the homework, project and exams as follows:
Homework |
100 points |
Project |
100 points |
Take-Home Exam |
100 points |
Total |
300 points |
The Honor Principle
Academic integrity is at the core of our mission as mathematicians and educators, and we take it very seriously. We also believe in working and learning together.
Collaboration on homework is permitted and encouraged, but obviously it is a violation of the honor code for someone to provide the answers for you.
On written homework, you are encouraged to work together, and you may get help from others, but you must write up the answers yourself. If you are part of a group of students that produces an answer to a problem, you cannot then copy that group answer. You must write up the answer individually, in your own words.
On exams, you may not give or receive help from anyone.
Special Considerations
Students with disabilities who will be taking this course and may need disability-related classroom accommodations are encouraged to make an appointment to see their instructor as soon as possible. Also, they should stop by the Academic Skills Center in Collis Center to register for support services.