| Academic Year |
2025Year |
School/Graduate School |
School of Science |
| Lecture Code |
HX205300 |
Subject Classification |
Specialized Education |
| Subject Name |
数学特別講義（ノンパラメトリック回帰モデルの最適化） |
Subject Name
（Katakana） |
スウガクトクベツコウギ（ノンパラメトリックカイキモデルノサイテキカ） |
Subject Name in
English |
Special Lectures in Mathematics(Optimization method for nonparametric regression model) |
| Instructor |
To be announced.,WAKAKI HIROFUMI |
Instructor
(Katakana) |
タントウキョウインミテイ,ワカキ ヒロフミ |
| Campus |
Higashi-Hiroshima |
Semester/Term |
4th-Year, Second Semester, Second Semester |
| Days, Periods, and Classrooms |
(2nd) Inte |
| Lesson Style |
Lecture |
Lesson Style
(More Details) |
Face-to-face |
| |
| Credits |
1.0 |
Class Hours/Week |
|
Language of Instruction |
J
:
Japanese |
| Course Level |
5
:
Graduate Basic
|
| Course Area（Area） |
25
:
Science and Technology |
| Course Area（Discipline） |
01
:
Mathematics/Statistics |
| Eligible Students |
|
| Keywords |
|
| Special Subject for Teacher Education |
|
Special Subject |
|
Class Status
within Educational
Program
(Applicable only to targeted subjects for undergraduate students) | Linear model, Spline, Smoothing, Additive model, Varying coefficient model |
|---|
Criterion referenced
Evaluation
(Applicable only to targeted subjects for undergraduate students) | |
|---|
Class Objectives
/Class Outline |
To understand the theory of non-parametric regression. |
| Class Schedule |
lesson1 Linear Model and Penalized Estimation
lesson2 Spline Function
lesson3 Penalized Spline Smoothing
lesson4 Model Selection Criterion for Optimizing Hyper Parameters
lesson5 Additive Model and Its Optimization
lesson6 Varying Coefficient Model and Its Optimization |
Text/Reference
Books,etc. |
Distribute materials as needed. |
PC or AV used in
Class,etc. |
Handouts |
| (More Details) |
|
| Learning techniques to be incorporated |
|
Suggestions on
Preparation and
Review |
A review of basic statistics is recommended. |
| Requirements |
|
| Grading Method |
Report |
| Practical Experience |
|
| Summary of Practical Experience and Class Contents based on it |
|
| Message |
|
| Other |
|
Please fill in the class improvement questionnaire which is carried out on all classes.
Instructors will reflect on your feedback and utilize the information for improving their teaching. |