課程名稱 |
心理及教育統計學下 Statistics in Psychology and Education (2) |
開課學期 |
108-2 |
授課對象 |
學程 神經生物與認知科學學程 |
授課教師 |
徐永豐 |
課號 |
Psy1004 |
課程識別碼 |
207 12002 |
班次 |
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學分 |
3.0 |
全/半年 |
全年 |
必/選修 |
必修 |
上課時間 |
星期二2(9:10~10:00)星期五3,4(10:20~12:10) |
上課地點 |
新203北館視聽 |
備註 |
中午時段將安排實習課 限本系所學生(含輔系、雙修生) 總人數上限:120人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1082Psy1004_Hsu |
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 |
Course topics include probability, random variables and distributions, expectations and variances, sampling distributions, law of large numbers, central limit theorem, hypothesis testing, analysis of variance, covariance and correlation, and linear regression. We will also touch issues and rationale of power, confidence interval, multiple comparison, and goodness of fit. Some commonly-used tests, such as the chi-square test, t test, F test, and some non-parametric tests, will be introduced. We will also introduce the R software for statistical analysis. There are mandatory weekly 實習課 led by TAs for teaching R and also for problem solving. |
課程目標 |
The goal of this (one-year) course is to teach students the basic concepts of probability and statistics, and its applications in psychology. |
課程要求 |
Students are expected to participate actively in classroom discussion, and read the course material thoroughly and critically. |
預期每週課後學習時數 |
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Office Hours |
每週二 16:00~17:00 |
指定閱讀 |
“Modern Mathematical Statistics with Applications” by J. L. Devore and K. N. Berk (圖書館有電子書) |
參考書目 |
There are many resources/books on probability and statistics as well as on R, including some on youtube and some pdf files that can be downloaded from the internet. |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
midterm I |
20% |
04/10 |
2. |
midterm II |
20% |
05/15 |
3. |
final exam |
20% |
06/19 |
4. |
實習課 |
20% |
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5. |
作業 |
24% |
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週次 |
日期 |
單元主題 |
第1週 |
03/03, 03/06 |
課程介紹;複習 |
第2週 |
03/10, 03/13 |
複習;Analysis of variance (I) |
第3週 |
03/17, 03/20 |
Analysis of variance (II) |
第4週 |
03/24, 03/27 |
Analysis of variance (III) |
第5週 |
03/31, 04/03 |
Multiple comparisons (04/03放假) |
第6週 |
04/07, 04/10 |
Sphericity condition; Single-df comparison
(04/10 Midterm I) |
第7週 |
04/14, 04/17 |
Midterm I discussion; Covariance and correlation |
第8週 |
04/21, 04/24 |
Simple regression (I) |
第9週 |
04/28, 05/01 |
Simple regression (II) |
第10週 |
05/05, 05/08 |
Multiple regression |
第11週 |
05/12, 05/15 |
Review (05/15 Midterm II) |
第12週 |
05/19, 05/22 |
Logistic regression (鄭澈助教)
實習課 slide 連結:https://reurl.cc/arM6a3 |
第13週 |
05/26, 05/29 |
Nonparametric tests |
第14週 |
06/02, 06/05 |
Maximum likelihood |
第15週 |
06/09, 06/12 |
Review; 06/12 彭昭英老師演講 |
第16週 |
06/19 |
(Final exam) |
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