1579 - 迴歸分析

Regression Analysis

教育目標 Course Target

The course blends both theory and application so that
the students will gain an understanding of the basic principles
necessary to apply regression analysis techniques. The topics of this course
include (1) simple linear regression, inferences in regression and correlation analysis;
(2) model adequacy checking and remedial measures;
(3) multiple linear regression, model building and multicollinearity diagnostic;
(4) diagnostics for leverage and influence; (5) Lack-of-fit test (6) SAS coding.

The course blends both theory and application so that
the students will gain an understanding of the basic principles
necessary to apply regression analysis techniques. The topics of this course
include (1) simple linear regression, inferences in regression and correlation analysis;
(2) model adequate checking and remedial measures;
(3) multiple linear regression, model building and multicollinearity diagnostic;
(4) diagnostics for leverage and influence; (5) Lack-of-fit test (6) SAS coding.

課程概述 Course Description

本課程主要目標在介紹迴歸分析之相關方法以及其理論。除此之外,如何利用所學迴歸方法來做實際資料分析亦是本課程之重點,課程主要涵蓋如下:
1.簡單以及多重迴歸之方法及理論
2.迴歸模式適合度檢定以及診斷
3.反應變數之轉換
4.迴歸與變異數分析
5.模式選取
6.利用迴歸相關方法之實例分析

The main purpose of this course is to introduce the relevant methods and theories of reproductive analysis. In addition, how to use the learned method to do practical data analysis is also the focus of this course. The course mainly covers the following:
1. Simple and multiple recitation methods and theories
2. Verification mode suitability confirmation and diagnosis
3. The transformation of reaction variables
4. Analysis of regression and variations
5. Mode selection
6. Example analysis of using rehabilitation-related methods

參考書目 Reference Books

Applied Linear Regression Models (Fourth Edition)

by Kutner, Nachtsheim and Neter.

Applied Linear Regression Models (Fourth Edition)

by Kutner, Nachtsheim and Neter.

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
midterm
midterm
50
final
Final
50

授課大綱 Course Plan

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必修-1582
統計系2B 魏文翔 一/3[M025] 四/5,6,五/8[M120] 3-0 詳細資訊 Details
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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 1579
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Wednesday/1,2,3,Thursday/2[M116]
  • 授課教師 Teacher:
    沈葆聖
  • 修課班級 Class:
    統計系2A
  • 選課備註 Memo:
    人工加選,曾修習統計學下期
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 36 人

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