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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 |
106-1 |
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授課對象 |
工學院 醫學工程學研究所 |
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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 |
3.0 |
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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 |
星期三6,7,8(13:20~16:20) |
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上課地點 |
共406 |
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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/1061Biomed7089_ |
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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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為確保您我的權利,請尊重智慧財產權及不得非法影印
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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 |
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指定閱讀 |
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 |
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參考書目 |
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 |
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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 |
10% |
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2. |
quizzes |
10% |
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3. |
course participation |
10% |
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4. |
presentation |
30% |
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5. |
mid-term |
20% |
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6. |
final |
20% |
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週次 |
日期 |
單元主題 |
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第1週 |
9/13 |
course introduction; descriptive statistics (chapter 1)
核心能力: 2, 4 |
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第2週 |
9/20 |
basic concepts from probability theory (chapter 2)
核心能力: 2, 4 |
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第3週 |
9/27 |
additional topics in probability (chapter 3)
核心能力: 2, 4 |
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第4週 |
10/04 |
no class |
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第5週 |
10/11 |
additional topics in probability (chapter 3)
核心能力: 2, 4 |
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第6週 |
10/18 |
sampling distributions (chapter 4)
核心能力: 2, 4 |
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第7週 |
10/25 |
point estimation (chapter 5)
核心能力: 2, 4 |
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第8週 |
11/01 |
point estimation (chapter 5)
核心能力: 2, 4 |
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第10週 |
11/15 |
no class
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第11週 |
11/22 |
interval estimation (chapter 6)
核心能力: 2, 4 |
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第12週 |
11/29 |
hypothesis testing (chapter 7-I)
核心能力: 2, 4 |
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第13週 |
12/06 |
hypothesis testing (chapter 7-II)
核心能力: 2, 4 |
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第14週 |
12/13 |
hypothesis testing (chapter 7-III)
核心能力: 2, 4 |
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第15週 |
12/20 |
linear regression methods (chapter 8)
核心能力: 2, 4 |
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第16週 |
12/27 |
analysis of variance |
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第17週 |
01/10 |
final exam |
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第18週 |
01/17 |
問卷 |
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