課程名稱 |
生物統計學 BIOSTATISTICS |
開課學期 |
97-1 |
授課對象 |
學程 神經生物與認知科學學程 |
授課教師 |
張龍生 |
課號 |
HORT3020 |
課程識別碼 |
608 39000 |
班次 |
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學分 |
3 |
全/半年 |
半年 |
必/選修 |
必修 |
上課時間 |
星期三6,7,8(13:20~16:20) |
上課地點 |
園藝R204 |
備註 |
總人數上限:40人 外系人數限制:10人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/971biostatistics |
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 |
課程大綱
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課程概述 |
生物統計學課程大綱:
※Chapter 1 Introduction
-Chapter outline
-General objectives
-Biostatistics development
-Descriptive vs inferential
-Populations and samples
-Frequency distribution
※Chapter 2 Data survey
-How survey can do wrong?
-Steps of conduct of survey
-Sampling vs. census
-Systematic sampling
-Stratified sampling
-Cluster random sampling
-Experiment
-Statistic design
※Chapter 3 Types of biological data
-Data on a nominal scale
-Data on an ordinal scale
-Data on an interval scale
-Data on a ratio scale
※Chapter 4 Grouping data
-Steps of construct the frequency table
-Stem and leaf plot
-Box plot
※Chapter 5 Description statistics vs. inferential statistics
-Measure of central tendency
---- arithmetic mean
---- median
---- weighted mean
---- mode
---- quartile
---- other—geometric mean
-Measure of dispersion
---- range
---- mean deviation
---- variance
---- standard deviation
---- coefficient of variation
-Index of diversity
-The effect of coding data
※Chapter 6 The types of distribution
-Discrete random variable distribution
-The binomial distribution
-The Poisson distribution
-The normal distribution
-Proportions of a normal distribution
-The standard normal distribution
-The Chi-square distribution
-Student t’s distribution
※Chapter 7 The sampling distribution of the sample mean
-Sampling error
-The mean and standard deviation of sample mean
-The sampling distribution of the sample mean
-The sampling distribution of the difference between two
-Sample means for one population mean
※Chapter 8 Hypothesis test for one population mean
-The nature of hypothesis testing
-Terms, errors and hypothesis
---- type one error
---- type two error
-Power
-One-tailed vs two-tailed test
-Confidence limit for the population mean
-Confidence limit for the population variance
※Chapter 9 Group comparison t-test and paired t-test
-Group comparison t-test
-Confidence limits for means
-Sample size
-Paired sample t-test
-Confidence limit for the population mean difference
※Chapter 10 Chi-square procedures
-The Chi-square distribution
-Chi-square goodness-of-fit test
-The heterogeneity of Chi-square
-Contingency tables
※Chapter 11 Principles of experimental design
-Experimental units and treatment
-Experimental error and treatment
-Error control
※Chapter 12 Analysis of variance I: The one-way classification
-Introduction
-The completely random design
-The linear additive model
-Assumptions of analysis of variance
※Chapter 13 Multiple comparisons
-Introduction
-The least significant difference (L.S.D)
-Turkey procedure
-Student-Newman-Keuls test
-Dunkan’s new multiple-range test
-Scheffe’s test
-Choice
※Chapter 14 Analysis of variance II: Multiway classification
-The randomized complete block design
-Linear models and the analysis of variance
-Double grouping: Latin squares
-Analysis of variance of the Latin squares
※Chapter 15 Analysis of variance III: Factorial experiments
-Classification
-Introduction
-Factorial experiments
-Linear model for factorial experiments
※Chapter 16 Simple linear regression and linear correlation
-Introduction
-The simple linear regression equation
-Testing the significance of a regression
-Confidence intervals for regression coefficient
-Linear correlation
-Testing the significant of a correlation
-The coefficient of determination
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課程目標 |
* |
課程要求 |
* |
預期每週課後學習時數 |
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Office Hours |
每週三 17:20~18:30 |
指定閱讀 |
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參考書目 |
Robert G.D. Steel, James H. Torrie, David A. Dickey. Principles and Procedures
of Statistics- A Biometrical Approach (3rd). |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
作業+隨堂小考 |
10% |
(1)本學期作業約7次。
(2)作業繳交時間:作業範圍會包含前幾次的實習教學內容。紙本作業請於『隔週上正課前』繳交給助教、軟體作業請於『隔週星期四下午5點以前』上傳到ceiba網站,遲交者當次成績以0分計算。
(3)特別提醒,作業抄襲者與被抄襲者,該次成績皆以0分計算。 |
2. |
期中考(一) |
30% |
預計10/22或10/29舉行。 |
3. |
期中考(二) |
30% |
預計12/3或12/10舉行。 |
4. |
期末考 |
30% |
預計1/14舉行。 |
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週次 |
日期 |
單元主題 |
第1週 |
09/19 |
課程簡介。 |
第2週 |
09/26 |
SAS 介紹與資料輸入 |
第4週 |
10/17 |
敘述統計與作圖 |
第5週 |
10/24 |
考試 |
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