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課程名稱 |
統計導論
Introduction to Statistics |
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開課學期 |
103-1 |
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授課對象 |
學程 神經生物與認知科學學程 |
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授課教師 |
鄭明燕 |
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課號 |
MATH2601 |
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課程識別碼 |
201 27100 |
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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 |
必修 |
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上課時間 |
星期一7,8(14:20~16:20)星期三2(9:10~10:00) |
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上課地點 |
天數102天數102 |
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備註 |
總人數上限：40人 |
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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 |
Topics include exploratory data analysis and graph such as histograms, stem plots, measures of center and spread of a distribution, normal distribution, scatter plots, least squares regression, correlation), producing data (design of experiments, sampling design), probability (probability rules, random variables, probability distributions), and statistical inference (confidence intervals, tests of significance, nonparametric methods, categorical or count data).
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課程目標 |
This course will include homework assignments, computer simulation project
and computer graphics. The minimal objectives that the student should be able to do upon successful completion of this course include the following:
* Define and use basic statistical terms.
* Identify various data collection and sampling methods.
* Calculate measures of central tendency, variation,
and position, and interpret these statistics.
* Construct and extract information from statistical graphs and charts
* Solve counting applications, calculate application probabilities,
and calculate probabilities using probability distributions.
* Construct confidence intervals and calculate appropriate sample sizes.
* Test hypotheses and apply correlation and regression analysis.
* Input data, run statistical tests using statistical software, and
interpret the results. (R-programming)
* Apply these techniques to the solution of practical problems drawn from
fields such as mathematics, business, and the social, life and
physical sciences. |
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課程要求 |
Calculus, one semester of linear algebra or equivalent, some programming
experience preferred |
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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 |
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參考書目 |
主要用書:
Lane, David M. and others. (2004) e-Statistics Education: A Multimedia Course
of Study. (網路取得電子書http://onlinestatbook.com/Online_Statistics_Education.pdf)
Dalgaard, P. (2008) Introductory Statistics with R. Springer-Verlag. (NTU ebook,
電子書)
參考用書: 任何初階統計用書或
Bluman (2007) Elementary Statistics: A Step by Step Approach
6th Edition, McGraw-Hill. |
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評量方式
(僅供參考) |
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