教學大綱 Syllabus

科目名稱:變異數分析與實驗設計

Course Name: Analysis of Variance and Experimental Design

修別:群

Type of Credit: Partially Required

3.0

學分數

Credit(s)

80

預收人數

Number of Students

課程資料Course Details

課程簡介Course Description

This course will help students to understand the fundamental concepts of analysis of variance (ANOVA) and experimental designs, conduct analysis using SAS and R, and interpret the results for ANOVA and experiments.

核心能力分析圖 Core Competence Analysis Chart

能力項目說明


    課程目標與學習成效Course Objectives & Learning Outcomes

    After completing this course, students should be able to:

    • Discuss the mathematical basis and foundations of experimental design and ANOVA
    • Explain and apply the fundamentals of experimental design for decision making
    • Use R and/or SAS to analyze data for the modelling experimental design
    • Effectively communicate the results of experimental design
    • Apply random and mixed models for factorial treatment designs for business data

    每周課程進度與作業要求 Course Schedule & Requirements

    教學週次Course Week 彈性補充教學週次Flexible Supplemental Instruction Week 彈性補充教學類別Flexible Supplemental Instruction Type

    每週學習投入時數約六至八小時(含正課三小時及實習課兩小時)

     

    1 Introduction

    2-3 Chapter 1 Research design principles

    4-5 Chapter 2 Getting started with completely randomized designs

    6-7 Chapter 3 Treatment comparisons

    8 期中考

    9-10 Chapter 5 Experiments to study variances

    11-12 Chapter 6 Factorial Treatment Designs

    13-14 Chapter 7 Factorial Treatment Designs: Random and Mixed Models

    15-16 Chapter 8 Complete Block Designs

    第17-18 期末考或報告

    (以上進度內容可能調整)

     

    授課方式Teaching Approach

    70%

    講述 Lecture

    20%

    討論 Discussion

    10%

    小組活動 Group activity

    0%

    數位學習 E-learning

    0%

    其他: Others: 線上課程連結 https://meet.google.com/hcy-uabp-owo

    評量工具與策略、評分標準成效Evaluation Criteria

    Coursework and class participation (30%), midterm exam (35%), and final exam or report (35%).

    本課程無涉及AI 使用。

    指定/參考書目Textbook & References

    The textbook is:

    Kuehl, R.O. (2000) Design of Experiments: Statistical Principles of Research Design and Analysis. 2nd Edition, Pacific Grove, California: Brooks/Cole.

     

    References:

    Hicks, C. R. (1993) Fundamental Concepts in the Design of Experiments, 4th ed., New York: Saunders College Publishing.

    Montgomery, D. C. (2005) Design and Analysis of Experiments, 6th ed., New York: Wiley.

    Oehlert, G. W. (2010) A First Course in Design and Analysis of Experiments. (http://users.stat.umn.edu/~gary/book/fcdae.pdf)

    已申請之圖書館指定參考書目 圖書館指定參考書查詢 |相關處理要點

    維護智慧財產權,務必使用正版書籍。 Respect Copyright.

    課程相關連結Course Related Links

    
                

    課程附件Course Attachments

    課程進行中,使用智慧型手機、平板等隨身設備 To Use Smart Devices During the Class

    需經教師同意始得使用 Approval

    列印