SemesterSpring Semester, 2020
DepartmentPhD Program of Statistics, First Year PhD Program of Statistics, Second Year
Course NameTopics in Linear Models
InstructorCHIANG JENG-TUNG
Credit3.0
Course TypeRequired
Prerequisite
Course Objective
Course Description
Course Schedule































































































































































週次



Week



課程主題



Topic



課程內容與指定閱讀



Content and Reading Assignment



教學活動與作業



Teaching Activities and Homework



學生學習投入時間



Student workload expectation



課堂講授



In-class Hours



課程前後



Outside-of-class Hours



1



Linear Algebra, Projections



1.1~1.4



Lecture



3.0


4.5

2



Linear Algebra, Projections



1.5~1.7



Lecture



3.0



4.5



3


Random Vectors

2.1~2.3



Lecture



3.0



4.5



4



Random Vectors



2.4~2.5



Lecture



3.0



4.5



5



The Linear Models



3.1~3.3



Lecture



3.0



4.5



6



The Linear Models



3.4~3.6



Lecture



3.0



4.5



7



The Linear Models



3.7~3.9



Lecture



3.0



4.5



8



The Linear Models



3.10~3.13



Lecture



3.0



4.5



9



Mid-term Exam



Chapters1~3



Exam



3.0



4.5



10



Fitting of Regression Models



4.1~4.4



Lecture



3.0



4.5



11


Fitting of Regression Models

4.5~4.8



Lecture



3.0



4.5



12



Fitting of Regression Models



4.9~4.12



Lecture



3.0



4.5



13



Simultaneous Confidence Intervals



5.5~5.5



Lecture



3.0



4.5



14



Two-Way and Three-Way Analysis of Variance



6.1~6.2



Lecture



3.0



4.5



15



Two-Way and Three-Way Analysis of Variance



6.2~6.3



Lecture



3.0



4.5



16



Two-Way and Three-Way Analysis of Variance



6.3~6.4



Lecture



3.0



4.5



17



Two-Way and Three-Way Analysis of Variance


6.5~6.6

Group Presentation



3.0



4.5



18



Final Exam


Chapters4~6

Exam



3.0



4.5



Teaching Methods
Teaching Assistant
Requirement/Grading

1. Exams --------------------------------- 70 %



2. Homeworks -------------------------- 30%

 


Textbook & Reference

Required Text: Stapleton, J.H. (2009). Linear Statistical Models, 2nd Ed.



References: Rencher, A.C. (2008). Linear Models in Statistics, 2nd Ed.



 


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