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Taught In English1766 - 線性模型 Linear Model


教育目標 Course Target

由線性代數與矩陣代數出發,習得統計主要應用線性模型,即迴歸分析與實驗設計模型之基本理論,與應用技巧,以強化使用線性模型方法及可能進一步活用的能力。 課程內容主要為以下: 統計線模中主要的線性代數與矩陣代數 多變量常態分配 線性迴歸 貝氏線性迴歸 變異數分析 其他模型: analysis of Covariance, Linear mixed models 簡單R軟體例子 From linear generation and matrix generation output, we obtain the statistically mainly applied linear models, that is, the basic theories and application techniques of reproducing the basic theories of analysis and experimental design models, so as to enhance the ability to use linear model methods and possible further use. The course content is mainly as follows: The main linear generations and matrix generations in the statistical model Multivariate constant allocation Linear rehabilitation Belief line rehabilitation Variation analysis Other models: analysis of Covariance, Linear mixed models Simple R software example


課程概述 Course Description

為能使學生由線性代數與矩陣代數出發,習得統計主要應用線性模型,即迴歸分析與實驗設計模型之基本理論,與應用技巧,以強化使用線性模型方法及可能進一步活用的能力。
In order to enable students to develop from linear generations and matrix generations, they can obtain the statistically mainly applied linear models, that is, the basic theories and application techniques of reproducing the basic theories of analysis and experimental design models, so as to enhance the ability to use linear model methods and possible further use.


參考書目 Reference Books

1. Linear model in Statistics (Alvin C. Rencher and G. Bruce Schaalje
Department of Statistics, Brigham Young University, Provo, Utah)

2.

1. Linear model in Statistics (Alvin C. Rencher and G. Bruce Schaalje
Department of Statistics, Brigham Young University, Provo, Utah)

2.


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
Attendance (出席)Attendance (出席)
Attendance (attendance)
10
題目作業 (兩份)題目作業 (兩份)
Question Industry (two copies)
20
R 作業(兩份)R 作業(兩份)
R Operation (two copies)
10
Midterm ExamMidterm Exam
Midterm Exam
20
Final Exam Final Exam
Final Exam
30

授課大綱 Course Plan

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相似課程 Related Course

必修-6188 Generalized Linear Model / 廣義線性模型 (統計博3A,授課教師:黃愉閔,二/2,3,4[M438])
選修-6195 Linear Model / 線性模型 (統計碩博1,2,授課教師:俞一唐,一/7,8,9[M438])

Course Information

Description

學分 Credit:3-0
上課時間 Course Time:Monday/3,4[M115] Monday/8[M222]
授課教師 Teacher:黃愉閔
修課班級 Class:統計系2-4
選課備註 Memo:A群組(101-104適用)
This Course is taught In English 授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 26 person in the class.
目前選課人數為 26 人。

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