課程資訊

Probability and Statistics for Biomedical Engineering

106-1

Biomed7089

548 M1330

3.0

Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1061Biomed7089_

This course focus on the introduction of applied statistics and probability theory for undergraduate and graduate students. Statistical methods are crucial methods because they provide the engineers with both descrptive and analytical methods for dealing with the variability in observed data.

Our course will cover the following topics: concepts of probability, discrete and continuous random variables, probability distributions,expected values, indepedence, the treatment of statistical method with random sampling, data summary and description techniques, sampling distributions, the central limit theorem, poitn estimation of paramters, interval estimation for a single sample, hypothesis tests, tests and confidence interval for two samples, simple and multiple regression.

*preferred backgounds*: calculus

Office Hours

https://www.amazon.com/Mathematical-Statistics-Applications-K-M-Ramachandran/dp/0123748488/ref=sr_1_3?ie=UTF8&s=books&qid=1266966310&sr=8-3

https://www.amazon.com/Mathematical-Statistics-Applications-K-M-Ramachandran/dp/0123748488/ref=sr_1_3?ie=UTF8&s=books&qid=1266966310&sr=8-3

(僅供參考)

 No. 項目 百分比 說明 1. homework 10% 2. quizzes 10% 3. course participation 10% 4. presentation 30% 5. mid-term 20% 6. final 20%

 課程進度
 週次 日期 單元主題 第1週 9/13 course introduction; descriptive statistics (chapter 1) 核心能力: 2, 4 第2週 9/20 basic concepts from probability theory (chapter 2) 核心能力: 2, 4 第3週 9/27 additional topics in probability (chapter 3) 核心能力: 2, 4 第4週 10/04 no class 第5週 10/11 additional topics in probability (chapter 3) 核心能力: 2, 4 第6週 10/18 sampling distributions (chapter 4) 核心能力: 2, 4 第7週 10/25 point estimation (chapter 5) 核心能力: 2, 4 第8週 11/01 point estimation (chapter 5) 核心能力: 2, 4 第10週 11/15 no class 第11週 11/22 interval estimation (chapter 6) 核心能力: 2, 4 第12週 11/29 hypothesis testing (chapter 7-I) 核心能力: 2, 4 第13週 12/06 hypothesis testing (chapter 7-II) 核心能力: 2, 4 第14週 12/13 hypothesis testing (chapter 7-III) 核心能力: 2, 4 第15週 12/20 linear regression methods (chapter 8) 核心能力: 2, 4 第16週 12/27 analysis of variance 第17週 01/10 final exam 第18週 01/17 問卷