- Lecturer
- Yamashita Yukihiko
- Place
- Fri5-6(S632)
- Credits
- Lecture0 Exercise0 Experiment0
- Code
- 70011
- Syllabus updated
- 2009/11/12
- Lecture notes updated
- 2009/9/28
- Semester
- Fall Semester
Purpose of lecture
To learn basic techniques of information processing for international development.
Linear algebra, optimization technique, and statistical estimation are lectured.
Plan of lecture
1. Introduction, eigenvalue problem
2. Singular value decomposition
3. Generalized inverses
4. Octave for linear algebra processing
5. Maximum gradient method
6. Conjugate gradient method
7. Quasi-Newton's method
8. Conditional optimization
9. Support vector machine
10. Probability
11. Normal distribution
12 Geometrical estimation and testing
13 Cramer-Rao lower bound
14. Statistical learning theory
Textbook and reference
Prints are prepared.
Related and/or prerequisite courses
Linear algebra
Evaluation
Reports 70%, Home work 30%
