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上級計量経済学特殊講義Ⅱ

後期 水曜日 4講時 経済学部第3講義室. 単位数/Credit(s): 2. 担当教員/Instructor: KO IAT MENG. 対象学年/Eligible Participants: 3・4. 履修年度: 2024. 科目ナンバリング/Course Numbering: EAL-ECO391E. 使用言語/Language Used in Course: English.

科目名/Subject

Advanced Econometrics(Special Lectures)II

担当教員

KO IAT MENG

授業の目的と概要/Object and summary of class

This course is one-semester advanced level econometrics. The prerequisites are Econometrics I, II, and Advanced Econometrics I. This course should be regarded as the second PhD level econometrics course and will cover various asymptotic theories, with an emphasis in dependent samples. Time series econometric models will be covered.

学習の到達目標/Goal of study

The students are expected to have a much deeper understanding of modern econometrics. The topics covered in this course are essential for rigorous economic research either empirically or theoretically.

授業内容・方法と進度予定/Contents and progress schedule of the class

Asymptotic Theory with Dependent Sample (Hayashi Chapter 2; Hansen Chapter 14; Hong Chapter 5
- Stationary and Ergodicity
- Martingale and Martingale Difference
- WLLN and CLT for ergodic time series

Linear Time Series Regression Models (Hansen Chapter 14; Hong Chapter 5)
- Static, (Autoregressive) Distributed Lag
- Granger Causality

ARMA Linear Processes & GARCH (Hamilton Chapter 3–5, 21; Hansen Chapter 14; Hayashi Chapter 6; Hong Chapter 9)
- Wold decomposition
- GARCH
- MLE & QMLE

Dynamic Panel Data Model (Hayashi Chapter 3; Hansen Section 17.36–17.42)
- Generalized method of moment
- Anderson-Hsiao, Arellano-Bond
- Blundell-Bond

VAR Model (Hamilton Chapter 11; Hansen Chapter 15)

Unit-Root Econometrics (Hamilton Chapter 17; Hansen Chapter 16; Hayashi Chapter 9)
- Unit root test

Cointegration (Hamilton Chapter 19; Hansen Chapter 16; Hayashi Chapter 10)

Note: We may not be able to cover all topics due to time constraints. The contents will be adjusted accordingly.

成績評価方法/Evaluation method

Assignments (40%)
Mid-term exam (30%)
Final exam (30%)

教科書および参考書/Textbook and references

  • Time Series Analysis, Hamilton, James D., Princeton University Press (1994)
  • Econometrics, Hansen, Bruce E., (2022)
  • Econometrics, Hayashi, Fumio, Princeton University Press (2000)
  • Foundations of Modern Econometrics: A Unified Approach, Hong, Yongmiao, World Scientific Pub Co (2020)

関連URL/URL

Google Classroom: omwezm5

その他/In addition

Lecture slides will be distributed. No single textbook will be exactly followed. Selected chapters from different textbooks will be listed as reading materials.

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