シラバス情報
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教員名 ： 小松 悟朗
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授業科目名
Statistics
学年
1年
単位数
2.00単位
実務経験の有無
開講クォーター
セメスタ指定なし
担当教員
小松 悟朗
授業形態
授業で主に使用する言語
English
授業方法区分
開講キャンパス
紀尾井町キャンパス
授業の到達目標及びテーマ
This course provides an introduction to statistics and data analysis.
We also focus on providing our students with hands-on experiences in working with real-world data using Excel. The topics to be covered in classes will include: (1) mastering how to collect and organize data for decision making; (2) understanding basic concepts in probability and statistics; (3) estimating statistical models and testing hypothesis using data; and (4) understanding linear regression analysis as well as survey data analysis necessary for master thesis writing. 授業の概要
Keywords:
Statistics, Probability, Estimation, Hypothesis Testing, Regression Analysis, Survey Data Analysis, Data Science, Excel Week 1—Basic Statistics and Probability 1 Descriptive Statistics 2 Probability and Random Variables Week 2—Random Distributions 3 Discrete Probability Distributions 4 Continuous Probability Distributions Week 3—Point and Interval Estimation 5 Sampling Distributions 6 Confidence Intervals Week 4—Hypothesis Testing 7 Hypothesis Testing (1) 8 Hypothesis Testing (2) Week 5—Simple Regression Analysis 9 Simple Regression Analysis (1) 10 Simple Regression Analysis (2) Week 6—Multiple Regression Analysis 11 Multiple Regression Analysis (1) 12 Multiple Regression Analysis (2) Week 7—Wrap-up 13 Wrap-up 授業計画
1回
1 Descriptive Statistics
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
2回
2 Probability and Random Variables
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
3回
3 Discrete Probability Distributions
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
4回
4 Continuous Probability Distributions
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
5回
5 Sampling Distributions
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
6回
6 Confidence Intervals
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
7回目
7 Hypothesis Testing (1)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
8回
8 Hypothesis Testing (2)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
9回
9 Simple Regression Analysis (1)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
10回
10 Simple Regression Analysis (2)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
11回
11 Multiple Regression Analysis (1)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
12回
12 Multiple Regression Analysis (2)
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
13回
13 Wrap-up
事前学習
Read an assignment
事後学習
Solve and submit homework quizzes
14回
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事後学習
15回
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16回
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17回
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18回
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事後学習
19回
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事後学習
20回
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事後学習
21回
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22回
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23回目
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事後学習
24回
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25回
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26回
事前学習
事後学習
試験及び成績評価
Homework Quizzes: 50%
Final Exam: 50% 課題(試験やレポート等)に対するフィードバック
To be provided when necessary/requested
講義で使用するテキスト（書名・著者・出版社・ISBN・備考）
To be provided
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参考文献・推薦図書
Essentials of Statistics for Business and Economics (9th ed.)
Anderson et al. South-Western Pub. ISBN: 978-1337901062 2019 Basic Statistics in Business and Economics (10th ed.) Lind et al. McGraw-Hill Education ISBN: 978-1260597578 2021 研究室
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