- 担当教員
- 福田 大輔
- 使用教室
- 木1-2(M5会議室M5-Meeting Room)
- 単位数
- 講義：2 演習：0 実験：0
- 講義コード
- 61014
- シラバス更新日
- 2015年4月7日
- 講義資料更新日
- 2015年7月18日
- アクセス指標
-
- 学期
- 前期
講義概要
- To study the theory of "Discrete Choice Model (DCM, 離散選択モデル)", which is one of the most popular method of market demand analysis.
1. Theoretical Basis: Microeconomics, Applied Statistics, Optimization Theory, Simulation
2. Applications: Predicting future demand in transportation or other markets, Economic evaluation of transport infrastructures
-To learn knowledge on practical applications of DCM through some exercises and assignments (model estimations with some dataset).
3. "BIOGEME": Free software for estimation and simulation
4. Computer laboratories with the dataset from various research field such as "transportation", "telecommunication", "energy" and "marketing".
講義の目的
(1) To study the theory of "Discrete Choice Model (DCM, 離散選択モデル)", which is one of the most popular method of market demand analysis.
(2) -To learn knowledge on practical applications of DCM through some exercises and assignments (model estimations with some dataset).
講義計画
1. Choice Behavior and Binary Choice Models (BCM)
2. Estimation of BCM
3. Computer Lab. (1): Estimation of BCM
4. Multinomial Choice Models: Logit and Probit
5. Specification and Estimation of Multinomial Logit Models
6. Computer Lab. (2): Estimation of MNL
7. Statistical Tests of Discrete Choice Models
8. Independent from Irrelevant Alternatives, Forecasting and Microsimulation
9. Computer Lab. (3): Statistical Testing & Forecasting
10. Nested Logit Model (NL)
11. Issues on Sampling
12. Computer Lab. (4): NL & Sampling Issues
13. Mixed Logit Model (MXL) & Simulation-based Estimation
14. Computer Lab. (5): Estimation of MXL
教科書・参考書等
[Handouts]
- Lecture materials will be provided at OCWi.
[References]
- Ben-Akiva M. & Lerman S. (1985) Discrete Choice Analysis: Theory and Applications to Travel Demand, MIT Press.
- Train K. (2003) Discrete Choice Methods with Simulation, Cambridge University Press.
- 北村他(2002) 交通行動の分析とモデリング, 技報堂出版.
- 土木学会[編] (1996) 非集計行動モデルの理論と応用, 土木学会.
関連科目・履修の条件等
Students are recommended to take other relevant lectures such as Transportation Network Analysis, Transportation Economics, Advanced Theory of Construction Management, Urban Planning, Urban Transport and Environment, Planning Process for National Land and Urban Planning, Environmental Traffic Engineering, and Project Evaluation for Sustainable Infrastructure.
成績評価
- Class participation
- Five assignments (corresponding five exercises)
担当教員の一言
The fundamental knowledge would be necessary for understanding this course. All students are required to bring his/her own laptop PC in the class of computer labs.
連絡先（メール、電話番号）
Associate Professor, Daisuke FUKUDA
Midorigaoka No. 5 Building, Room 203
Department of Civil Engineering, TokyoTech.
オフィスアワー
Ask by Email (fukuda [at mark ] plan.cv.titech.ac.jp) at first then let's decide the schedule.
