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課程名稱 |
心理及教育統計學上
Statistics in Psychology and Education (1) |
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開課學期 |
108-1 |
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授課對象 |
理學院 心理學系 |
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授課教師 |
徐永豐 |
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課號 |
Psy1003 |
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課程識別碼 |
207 12001 |
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班次 |
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學分 |
3.0 |
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全/半年 |
全年 |
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必/選修 |
必帶 |
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上課時間 |
星期二2(9:10~10:00)星期五3,4(10:20~12:10) |
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上課地點 |
新102北館視聽 |
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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 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1081Psy1003_Hsu |
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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 |
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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. |
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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. |
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課程要求 |
Students are expected to participate actively in classroom discussion, and read the course material thoroughly and critically. |
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預期每週課後學習時數 |
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Office Hours |
備註： Thu 15-17 and by appointment |
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指定閱讀 |
Relevant topics from book chapters will be distributed in class. |
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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. |
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
midterm 1 |
20% |
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2. |
midterm 2 |
20% |
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3. |
final exam |
20% |
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4. |
實習課 & 作業 |
40% |
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週次 |
日期 |
單元主題 |
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第1週 |
9/10,9/13 |
Intro to class (09/13 中秋節放假) |
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第2週 |
9/17,9/20 |
Probability |
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第3週 |
9/24,9/27 |
Random variables & distributions (I)
[lab] Introduction to R |
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第4週 |
10/01,10/04 |
Random variables & distributions (II)
[lab] Data structure & I/O in R |
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第5週 |
10/08,10/11 |
Expectation & variance
(10/11 調整放假, 於10/5星期六補上課) |
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第6週 |
10/15,10/18 |
Review (10/18 midterm I)
[lab] Distribution functions in R |
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第7週 |
10/22,10/25 |
Descriptive vs. inferential statistics, properties of statistics
[lab] Descriptive statistics in R |
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第8週 |
10/29,11/01 |
Sampling distributions, simulation
[lab] Basic plots in R |
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第9週 |
11/05,11/08 |
Law of large numbers, central limit theorem
[lab] Limit theorems |
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第10週 |
11/12,11/15 |
The logic of null hypothesis testing (11/15 校慶放假)
[lab] No class |
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第11週 |
11/19,11/22 |
Review (11/22 Midterm II)
[lab] No class |
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第12週 |
11/26,11/29 |
檢討 Midterm II, NHST, concept of test statistic
[lab] No class |
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第13週 |
12/03,12/06 |
Chi-square, t, z distributions
[lab] t-tests in R (part I) |
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第14週 |
12/10,12/13 |
confidence intervals, significance tests
[lab] t-tests in R (part II) |
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第15週 |
12/17,12/20 |
Type I, Type II errors, power, effect size
[lab] Effect size & Power analysis |
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第16週 |
12/24,12/27 |
Chi-square test (I)
[lab] χ²-tests in R (part I) |
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第17週 |
12/31,1/03 |
Chi-square test (II), (1/03 Review)
[lab] χ²-tests in R (part II), 1/01 holiday |
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第18週 |
01/10/2020 |
期末考
[lab] No class (except for Wednesday) |
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