實驗設計

105學年第2學期 必修課 3 學分
授課大綱
70
名額
5
已選
65
餘額
上課時間
一/1,2,3[M116]
授課教師
Office Hour:Office hrs: Friday: 10:20-12:00 or by an appointment Location: M430
修課班級
統計碩2 · 年級以上
課程資訊
103-104適用之重補修課程,105入學學生可修習作為選修學分
選課分析
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midterm
50
final
50

The subject of experimental design is important due to its widespread use in many areas of scientific research. The topic of this course will include introduction of the principles of experimental designs and randomization, the process of design and corresponding analysis of variance. We shall introduce many important designs, such as completely randomized design, randomized block design, Latin type design, nested design, factorial design, incomplete design, split-plot design, cross over design, and response surface design. It is essential that students obtain a firm understanding of the philosophical basis and of the principles of experimental design as well as a broad knowledge of available designs together with their assumptions and application. The students also need to learn how to derive a liner model from a specific design. Based on linear model theory, they should be able to derive the statistical inferences of various designs.

The objective of this course is to provide students with knowledge in experimental design and corresponding methods of data analysis. The topics cover CRD, RCBD, Factorial Designs (fixed, mixed and random models), Nested Designs, Split-plot Design, Cross over design, Repeated measurement, Analysis of Covariance, Incomplete Block Design, Fractional factorial Design and Response Surface. Students also learn SAS coding for analyzing data.

1. Design of Experiments : Statistical Principles of Research Design and Analysis.
(2nd Edition), by Robert, O. Kuehl
2. Design and Analysis of Experiments, by Hinkelmann and Kemphorne

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