土木・交通計画のための数理分析特論 Advanced Mathematical Methods for Infrastructure and Transportation Planning
- 担当教員
- 福田 大輔
- 使用教室
- 月5-6(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
- 2014年3月31日
- 講義資料更新日
- 2014年7月14日
- アクセス指標
-
- 学期
- 前期
講義概要
(1) To study the theory and application of "Discrete Choice Model (DCM)", which is the most well known method of travel demand forecasting.
- Theoretical Basis: Microeconomics, Applied Statistics, Optimization Theory, Simulation
- Applications: Predicting market shares in travel demand or others, Economic evaluation of transport infrastructures
(2) To learn about some practical issues of DCM through several exercises and assignments (Model estimation with some dataset).
- BIOGEME": Free software for estimation and simulation with DCM
- Computer Labs. with dataset from various research fields such as "Transportation", "Telecommunication", "Energy appliances"and "Marketing".
講義の目的
(1) To study the theory and the applications of Discrete Choice Model (DCM, 離散選択モデル), which is one of the most popular method for travel demand forecasting.
(2) To learn about some practical issues of DCM through several exercises and assignments (Model estimation 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
- Students are required to bring a laptop PC for the five exercises.
- All lecture materials will be uploaded on TITECH OCW-i (https://secure.ocw.titech.ac.jp/ocwi/) 3-day-before in advance. Students have to print it out and bring it to the class.
連絡先（メール、電話番号）
Associate Professor Dr. Daisuke FUKUDA
Department of Civil Engineering, Tokyo Institute of Technology
fukuda [at] plan.cv.titech.ac.jp
Midorigaoka No.5 Bldg., Room 203
オフィスアワー
- Students are required to make an appointment in advance by email.
