NTHU MATH 2820 - Statistics

Feb ~ Jun 2025

Instructor

Shao-Wei Cheng

Institute of Statistics, National Tsing Hua University
(鄭少為, 清華大學/統計所)

 

Course outline

    The course will be given on the basis of 3 hours a week (Tuesday, 10AM~12PM and Thursday, 11AM~12PM) in 綜合三館 room 203. The materials for teaching will be regularly posted on the course website:

http://www.stat.nthu.edu.tw/~swcheng/Teaching/math2820/ 

    This course is an introduction to the theory and application of statistical methods. We will particularly focus on probability models and modern statistical concepts, and methods developed in a mathematical framework. Topics to be covered include random variables and their various properties, statistical inference (point and interval estimation, hypothesis testing), decision theory, Bayesian analysis, statistical modeling for experimental and observational data, survey sampling, some aspects of experimental design, and a variety of real applications such as two-sample comparison and analysis of variance.

 

Textbook

Rice, John A. (2007), Mathematical Statistics and Data Analysis, 3rd Edition. Duxbury Press.

 

References:

1. Rice, John A. (1995), Mathematical Statistics and Data Analysis, 2nd Edition. Duxbury Press.

2. Roussas, G.. G. (1997), A Course in Mathematical Statistics, 2nd Edition. Academic Press.

3. Hogg, R. V., McKean, J. W., and Craig, A. T. (2018), Introduction to Mathematical Statistics, 8th Edition. Pearson Prentice Hall.

4. Wackerly, D.D., Mendenhall, W., and Scheaffer, R.L. (2007), Mathematical Statistics with Applications, 7th Edition. Duxbury Press.

 

Assignment

    There will be weekly or bi-weekly assignments. You are free to discuss the assignment questions with your classmates or TAs, but you must write up your answers individually. You CANNOT turn answers in as a group or simply reproduce a classmate's write up. The homework assignments will be based on the international student edition of the textbook (note that the international student edition has an arrangement of problems somewhat different from the regular edition). You are responsible to make sure that you are doing the homework exercises that are actually assigned. All homework must be submitted to our eLearn platform in the PDF format before the start of class on the day it is due.

 

Make-up classes

    Starting this semester, the number of class weeks has been reduced from 18 to 16. To accommodate this change, make-up classes will be provided when necessary to cover all the course content. Make-up classes will be possibly scheduled during official holidays (4/3) and exam periods (midterm and/or final exams). These make-up classes will be offered via video and the internet. Information about the make-up classes will be announced on the course homepage in advance.

 

Contact method and office hours

    My office is in 綜合三館 room 818 (phone extension: 33162). My office hours are scheduled on (1) Thursday, 10~11 AM in my office, and (2) 30 minutes after Tuesday and Thursday lectures (i.e., 12:00~12:30 PM) in 綜合三館 room 203 if time permits. Questions by e-mail are also welcome: my e-mail address swcheng@stat.nthu.edu.tw.

 

    Their information of teaching assistants is as follows:

name email address office hour location office hour
陳家桓 aa20010308@gmail.com Monday, 4:30-5:20PM 綜合三館840
馬翌翔 maa3525@gmail.com  Tuesday, 4:30-5:20PM 綜合三館839
劉馨隃 apple88122438@gmail.com Wednesday, 12:20-1:10PM 綜合三館839
林宸緯 administrator202@icloud.com Wednesday, 3:30~4:20PM 綜合三館839
高童玄 tony890126@gmail.com Thursday, 1:20-2:10PM 綜合三館839
孫利東 tylletsun@gmail.com Friday, 9:00-10:00AM 綜合三館839

 

Grading

    Your grade will be determined by homework (30 %), a midterm (30 %), and a final exam (40 %) 

 

Prerequisites

    Knowledge of Calculus and Probability (MATH 2810).