課程資訊

Probability and Statistics for Biomedical Engineering

103-1

Biomed7089

548 M1330

Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1031Biomed7089_

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

Mathematical Statistics with Applications. Ramachandran KM & Tsokos CP.

(僅供參考)

 No. 項目 百分比 說明 1. homework 20% 2. quizes 20% 3. mid-term 30% 4. final 30%

 課程進度
 週次 日期 單元主題 第1週 2014/09/17 course introduction; descriptive statistics (chapter 1) (核心2,4) 第3週 2014/09/24 basic concepts from probability theory (chapter 2) (核心2,4) 第4週 2014/10/01 additional topics in probability (chapter 3) (核心2,4) 第5週 2014/10/08 sampling distributions (chapter 4) (核心2,4) 第6週 2014/10/15 point estimation (chapter 5) (核心2,4) 第7週 2014/10/22 point estimation (chapter 5) (核心2,4) 第8週 2014/10/29 interval estimation (chapter 6) (核心2,4) 第9週 2014/11/05 suspended 第10週 2014/11/12 mid-term 第11週 2014/11/19 hypothesis testing (chapter 7) (核心2,4) 第13週 2014/11/26 hypothesis testing (chapter 7) (核心2,4) 第14週 2014/12/03 linear regression methods (chapter 8) (核心2,4) 第15週 2014/12/10 analysis of variance (chapter 10) (核心2,4) 第16週 2014/12/17 final 第17週 2014/12/24 課程期末問卷 (修課人數=20, 問卷回收率=95%)