統計學(二)

Statistics (II)

學期

114-2

學分

3 學分

當期課號

517011

永久課號

MGCM10012

開課單位

管理學院共同課程

授課教師

鄧惠文

校區

光復

類別

必修

上課時間表

節	週一
2 09:00–09:50	統計學(二) M101 3 節連堂
3 10:10–11:00
4 11:10–12:00

* 根據陽明交大上課時間表所列

概述

Course Descriptions and Objectives: Based on the concepts and inference foundations in Statistics(I), continuously learning hypothesis testing and statistical analysis techniques for various data characteristics, such as small-sample statistical inference, variance analysis, regression analysis, categorical data analysis and nonparametric statistics.

先修科目

Calculus and Statistics(I)

教學方式

1. Teaching Assistant 顏裕珊 Email: yushan.mg13@nycu.edu.tw 2. Course Teaching Assistant 陳諾恒 Email: m97907555@gmail.com 3. README file (constantly changed to record participation): https://docs.google.com/spreadsheets/d/1rQHM7CxNcuFiEzJQjNFsadMA3_9VvDoxx0XZo_PNWjA/edit?usp=sharing 4. Statistics supplementary materials, https://github.com/HWTeng-Teaching/Statistics 5. GitHub to upload homework for presentation, https://github.com/HWTeng-Teaching/202602-Statistics-II

評分方式

1. Homework and Assignments: Regularly announced according to schedule. 2. Exams and Quizzes: Two midterms and one final exam (the second midterm is a joint unified examination). Quizzes are designed by each instructor. 3. Evaluation and Grading Policy: The first midterm (25%), the second midterm (30%), the final exam (25%), homework/quizzes/others (20%)

課程大綱

The Analysis of Variance (Ch11)
Linear Regression and Correlation (Ch 12)
Analysis of Categorical Data (Ch 14)
Nonparametric Statistics(Ch 15)
Inference from Small Samples (Ch 10)

週次計畫

週次	主題
第 1 週	Hypothesis Tests—10.1~10.2 (t distribution & one mean)
第 2 週	Hypothesis Tests—10.3~10.4 (Two means & paired means)
第 3 週	Hypothesis Tests—10.6 (One variance)
第 4 週	Hypothesis Tests—10.7 (Two variances)
第 5 週	3/23(Mon.) 1st Midterm (Ch 10, Hypothesis Tests)
第 6 週	Analysis of Variance—11.1~11.3 (DOE, CRD Exp., Tukey)
第 7 週	4/6 (Mon.) Tomb Sweeping Day, No class.
第 8 週	Analysis of Variance—11.4 (RCBD) Simple Linear Regression—12.1~12.2 (SLR & ANOVA for Reg)
第 9 週	Simple Linear Regression—12.3~12.4 (Slope testing, R2, residual plots)
第 10 週	Simple Linear Regression—12.5~12.6 (CI, PI & Cor. Analysis)
第 11 週	5/4 (Mon.) 2nd Midterm (ANOVA & Simple Linear Regression)
第 12 週	Analysis of Categorical Data—14.1~14.2 (Chi-square test)
第 13 週	Analysis of Categorical Data—14.3~14.4 (Two-way contingency table)
第 14 週	Nonparametric Statistics—15.1~15.4 (Rank sum & sign & sign-rank tests)
第 15 週	Nonparametric Statistics—15.5~15.7 (HW, Friedman & Rank Cor. tests)
第 16 週	6/8 (Mon.) Final term (Categorical Data & Nonparametric Statistics)

教科書

Introduction to Probability and Statistics, W. Mendenhall, R. Beaver, and B. Beaver. 15th Edition 2019 by Cengage Learning Inc.

Office Hours

地點: announced by instructor
時間: announced by instructor
聯絡方式: announced by instructor