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課程名稱 |
生醫工程機率與統計
Probability and Statistics for Biomedical Engineering |
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開課學期 |
99-2 |
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授課對象 |
電機資訊學院 生醫電子與資訊學研究所 |
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授課教師 |
林發暄 |
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課號 |
Biomed7089 |
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課程識別碼 |
548 M1330 |
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班次 |
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學分 |
3 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期四5,6,7(12:20~15:10) |
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上課地點 |
展書樓506 |
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備註 |
本課程中文授課,使用英文教科書。
總人數上限：20人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/992bmestat |
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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 |
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. |
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課程目標 |
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. |
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課程要求 |
*preferred backgounds*: calculus |
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
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指定閱讀 |
Mathematical Statistics with Application (ISBN: 0123748488)
Kandethody M. Ramachandran and Chris P. Tsokos, Elsevier Academic Press (2009) |
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參考書目 |
無 |
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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. |
homework |
20% |
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2. |
quizes |
20% |
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3. |
mid-term |
30% |
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4. |
final |
30% |
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週次 |
日期 |
單元主題 |
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第1週 |
2/24 |
course introduction; descriptive statistics (chapter 1) |
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第3週 |
3/10 |
basic concepts from probability theory (chapter 2) |
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第4週 |
3/17 |
additional topics in probability (chapter 3) |
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第5週 |
3/24 |
sampling distributions (chapter 4) |
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第6週 |
3/31 |
point estimation (chapter 5) |
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第7週 |
4/07 |
point estimation (chapter 5) |
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第8週 |
4/14 |
interval estimation (chapter 6) |
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第9週 |
4/21 |
hypothesis testing (chapter 7) |
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第10週 |
4/28 |
mid-term & quiz |
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第11週 |
5/05 |
hypothesis testing (chapter 7) |
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第13週 |
5/19 |
linear regression methods (chapter 8) |
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第14週 |
5/26 |
analysis of variance (chapter 10) |
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第15週 |
6/02 |
final & HW |
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第16週 |
6/09 |
課程期末問卷 |
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