授業科目名 年度 学期 開講曜日・時限 学部・研究科 全担当教員 単位数
50576:Statistics(P) 2025 秋セメスター 水3 政策科学部 田村 正興 2

キャンパス

OIC

授業施設

B276ラーニング・スタジオ

授業で利用する言語

English

授業の概要と方法

In this class, students will learn the basics of statistics. Statistics is a useful subject for both graduation thesis and post-graduation work, but as students progress through the study of statistics, they will encounter aspects that are difficult to understand intuitively, such as normal distribution, estimation, and testing. In this class, we aim to avoid complex mathematics as much as possible and provide an intuitive understanding of normal distribution, estimation, testing, and other aspects.

Basic knowledge of probability calculations is a prerequisite for taking this course, but the textbook also contains explanations of the basics of probability, so even if you don't have sufficient knowledge, you can take the course as long as you are able to study the basics on your own.

We do not follow the textbook exactly in our classes. Please use the textbook as a supplementary reading material when you don't understand something, or as a way to review and prepare for class.

The class schedule may change depending on the level of understanding of the students.

受講生の到達目標

The goal for students is to intuitively understand the concepts of estimation and testing, and be able to apply this knowledge when using statistical software.

事前に履修しておくことが望まれる科目

授業スケジュール

授業回数/
担当教員(複数担当の場合)
テーマ
キーワード・文献・補足事項等
1

Descriptive Statistics

【+R-Jugyo】Information for “+R-Jugyo” will be posted on manaba+R.

2

Basics of Probability

number of cases, probability, Napier number

3-4

Probability Distribution

expected value, discrete and continuous probability distribution

5-6

Central Limit Theorem

CLT and its implication in survey

7

Review Session

solve problem sets

8

Standardization and z-test

Standardization and z-test

9

Midterm Quiz

Midterm Quiz

10

t-test

One-sample t-test, Paired t-test, and Two-sample t-test (Welch).

11

Confidence Interval

confidence interval and its applications

12-13

Regression Analysis

Regression Analysis

14

Final Quiz

Final Quiz

授業実施形態

14 classes on Face to Face basis.

授業外学習の指示

If you do not understand the content of the class, please review the relevant pages in your textbook. The textbook contains many examples and problems. Also, if you do not have any knowledge of probability, conditional probability, expected value, etc., please read the relevant pages in advance as preparation before attending class.

成績評価方法

種別 割合(%) 評価基準等
定期試験(筆記) 0

レポート試験
(統一締切日を締切とするレポート)
0

上記以外の試験・レポート、平常点評価
(日常的な授業における取組状況の評価)
100

comments and participations in class: 50%
quiz: 50%

成績評価方法(備考)

受講および研究に関するアドバイス

教科書

書名 著者 出版社 ISBNコード 備考
Head First Statistics: A Brain-Friendly Guide (English Edition) Dawn Griffiths O'Reilly Media 0596527586

教科書(使用頻度、その他補足)

参考書

書名 著者 出版社 ISBNコード 備考
統計分布を知れば世界が分かる 松下貢 中央公論新社 4121025644 written in Japanese

参考書(使用頻度、その他補足)

参考になるwwwページ

授業内外における学生・教員間のコミュニケーションの方法

manaba+R,学生との直接対話

備考

【科目ナンバリング・カリキュラムマップはこちらから/Click here to see the Curriculum-Map and Course-Numbering】
URL:https://secure.ritsumei.ac.jp/students/pathways-future/course/curriculum.html/