課程名稱 |
實驗設計 Experimental Design |
開課學期 |
105-1 |
授課對象 |
理學院 心理學研究所 |
授課教師 |
徐永豐 |
課號 |
Psy7001 |
課程識別碼 |
227 M1220 |
班次 |
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學分 |
3 |
全/半年 |
半年 |
必/選修 |
必修 |
上課時間 |
星期三2,3,4(9:10~12:10) |
上課地點 |
北館N206 |
備註 |
總人數上限:50人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1051Psy7001_Hsu_3 |
課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
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課程概述 |
In this course we will cover issues related to designs and analysis of experiments used in psychological research. The goal is to help students develop the following skills and abilities:
(1) Think critically about the application of experimental designs in psychological research;
(2) Understand and apply appropriate statistical analyses for different types of experimental designs.
(Note that learning to use computer software(s) as an analytic tool for experimental hypotheses is important but is not the main focus of this course.)
Topics include completely randomized designs, randomized block designs, repeated measures designs, Latin square, hierarchical designs, split-plot designs, etc. Statistical principles and analysis (such as power and planned comparison) also will be discussed.
In addition to the material from the textbooks, several take-home readings will be assigned and will be discussed 1-2 weeks later. Students are required to give presentations (either individually or as a group) in class. Class participation (including Q/A) is important. (There might be a small project for everyone.) |
課程目標 |
N/A |
課程要求 |
待補 |
預期每週課後學習時數 |
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Office Hours |
每週四 16:00~17:00 每週一 16:00~17:00 |
指定閱讀 |
待補 |
參考書目 |
"Experimental design: Procedures for the behavioral sciences" (4th ed., 2012) By
Roger E. Kirk
"Design and analysis: A researcher's handbook" (4th ed., 2004) By Geoffrey Keppel and Thomas D. Wickens |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
Exams |
75% |
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2. |
Presentation |
20% |
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3. |
In-Class Participation |
5% |
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週次 |
日期 |
單元主題 |
第1週 |
9/14 |
Intro |
第2週 |
9/21 |
Sampling distribution; Chi-Square, t, F stats |
第3週 |
9/28 |
(9/28 颱風假) |
第4週 |
10/05 |
Type I & Type II errors; Power |
第5週 |
10/12 |
(Exam 1) Effect size |
第6週 |
10/19 |
Contrasts; Multiple comparisons |
第7週 |
10/26 |
Two-way ANOVA; Interaction |
第8週 |
11/02 |
(Exam 2) Contrast interactions |
第9週 |
11/09 |
Full vs. reduced model |
第10週 |
11/16 |
Block design (and within-subject design) |
第11週 |
11/23 |
(Exam 3) (出國開會) |
第12週 |
11/30 |
Fixed vs. random effect |
第13週 |
12/07 |
Three-way ANOVA; (Two-way) Within-subject design |
第14週 |
12/14 |
Split-plot (or mixed) design |
第15週 |
12/21 |
Hierarchical (or nested) design |
第16週 |
12/28 |
Linear mixed-effects models |
第17週 |
1/04 |
Bayesian and MCMC |
第18週 |
1/11 |
(Exam 4) |
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