課程資訊
課程名稱
心理及教育統計學上
Statistics in Psychology and Education (1) 
開課學期
105-1 
授課對象
理學院  心理學系  
授課教師
徐永豐 
課號
Psy1003 
課程識別碼
207 12001 
班次
 
學分
全/半年
全年 
必/選修
必帶 
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102北館視聽 
備註
有實習課,時間為每週三,五5(12:20-13:10)任選一時段。地點:北館視聽
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/1051Psy1003_Hsu_2 
課程簡介影片
 
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課程概述

*** 請注意,本學期實習課訂於週三、五中午,第三週開始上 ***

The goal of this (one-year) course is to teach students the basic concepts of probability and statistics, and its applications in psychology. Topics include 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 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 use R for simulation and statistical analysis.

The (mandatory) weekly 實習課 is mainly for R and also for problem solving. It will count 20% of the final grade. There will be two midterms and one final (total 60% of the final grade). Also, there will be some homework assignments (total 20% of the final grade).

There are many resources/books on probability and statistics and R, including some on youtube and some pdf files that can be downloaded from the internet. In this course I will cover some of the chapters from the book “Statistical Methods for Psychology” by David Howell.

 

課程目標
學習使用統計法來分析資料。本學期課程包括:認識基本統計名詞、描述統計、常態分配、t 分配、二項式分配、卡方分配、假設檢定、基本機率概念、卡方分析、平均數差異檢定、統計檢定力等。 
課程要求
待補 
預期每週課後學習時數
 
Office Hours
 
指定閱讀
待補 
參考書目
“Statistical Methods for Psychology” by David Howell 
評量方式
(僅供參考)
 
No.
項目
百分比
說明
1. 
Final exam 
20% 
 
2. 
Midterm (I) 
20% 
 
3. 
Midterm (II) 
20% 
 
4. 
Homework 
20% 
 
5. 
實習課 
20% 
 
 
課程進度
週次
日期
單元主題
第1週
9/13,9/16  Intro to class 
第2週
9/20,9/23  Sample spaces, events 
第3週
9/27,9/30  (9/27 颱風假) Random variables, rules of probability, conditional probability 
第4週
10/04,10/07  Bayes theorem; Discrete and continuous distributions (i) 
第5週
10/11,10/14  Expectations and variances 
第6週
10/18,10/21  Discrete and continuous distributions (ii) (10/21 第一次期中考) 
第7週
10/25,10/28  Descriptive statistics 
第8週
11/01,11/04  Sampling distributions, law of large numbers, central limit theorem 
第9週
11/08,11/11  Concept of null hypothesis significance testing 
第10週
11/15,11/18  (11/15 本校校慶停課一天; 11/18 業界講者 talk - 講題未定) 
第11週
11/22,11/25  11/22 助教複習 (11/25 第二次期中考) 
第12週
11/29,12/02  Chi-square, t distributions 
第13週
12/06,12/09  Hypothesis tests applied to means; Confidence intervals 
第14週
12/13,12/16  Type I, type II errors, power, effect size 
第15週
12/20,12/23  Categorical data, goodness of fit 
第16週
12/27,12/30  Maximum likelihood & Likelihood ratio test 
第17週
1/03,1/06  (TBA) 
第18週
1/13  期末考