課程大綱

課程資訊

課程名稱

城鄉環境實證分析
Empirical Studies of Built Environments

開課學期

101-1

授課對象

理學院地理環境資源學研究所

授課教師

林楨家

課號

Geog7092

課程識別碼

228 M3950

班次

學分

全/半年

半年

必/選修

選修

上課時間

星期一6,7,8(13:20~16:20)

上課地點

地理405

備註

本課程中文授課,使用英文教科書。
總人數上限：15人

Ceiba 課程網頁

http://ceiba.ntu.edu.tw/1011regression

課程簡介影片

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課程概述

本課程以城鄉環境(built environment)研究為主題，介紹社會科學的量性實證研究方法，學生需要有2個學分的統計學課程背景。課程內容包括：量性實證研究架構說明、線性迴歸理論基礎與假設檢定、其他迴歸方法等，每個方法會同時搭配案例說明與作業練習。

課程目標

1.瞭解城鄉環境研究之量性實證分析方法；
2.具備選擇或建立合適分析方法的能力；
3.提供實際操作各種常用分析方法的經驗。

課程要求

1.課堂參與討論；
2.四次作業練習；
3.兩次期中報告與一次期末報告。

預期每週課後學習時數

Office Hours

指定閱讀

Washington, S. P., Karlaftis, M. G., Mannering, F. L. (2011), Statistical and Econometric Methods for Transportation Data Analysis, 2nd edition, Chapman & Hall/CRC, Boca Raton, FL.

參考書目

Cervero, R. (2003), “Road expansion, urban growth, and induced
travel: A path analysis,” Journal of the American Planning Association, Vol.
69, No. 2, pp. 145-163.
Ewing, R., Schmid, T., Killingsworth, R., Zlot, A. and Raudenbush,
S. (2003), “Relationship between urban sprawl and physical activity, obesity,
and morbidity,” American Journal of Health Promotion, Vol. 18, No. 1, pp. 47-
57.
Frei, A., Axhausen, K. W. and Ohnmacht, T. (2009), “Mobilities and
social network geography: Size and spatial dispersion – the Zurich case
study,” In: Mobilities and Inequality, Ohnmacht, T. Maksim, H. and Bergman,
M. M. (e.d.), Ashgate Publishing Limited, Surrey, England.
Hess, S. and Polak, J. W. (2005), “Mixed logit modelling of airport
choice in multi-airport regions,” Journal of Air Transport Management, Vol.
11, No. 1, pp. 59-68.
Lin, J. J. and Chang, H. T. (2010), “Built environment effects on
children’s school travel in Taipei: Independence and travel mode,” Urban
Studies, Vol. 47, No. 4, pp. 867-889.
Lin, J. J. and Hwang, C. H. (2004), “Analysis of property prices
before and after the opening of the Taipei subway system,” Annals of Regional
Science, Vol. 38, pp. 687-704.
Lin, J. J. and Lo, C. W. (2008), “Valuing external benefits and
developing management strategies for metro system underground arcades,”
Tunneling and Underground Space Technology, Vol. 23, No. 2, pp. 103-110.
Lin, J. J. and Yang, A. T. (2006), “Does the compact city paradigm
foster sustainability: An empirical study in Taiwan,” Environment and
Planning B, Vol. 33, pp. 365-380.
Lin, J. J. and Yu, T. P. (2011), “Built environment effects on
leisure travel for children: Trip generation and travel mode,” Transport
Policy, Vol. 18, No. 1, pp. 246-258.
Lin, J. J., C. M. Feng and Y. N. Lee (2007), “Influence of
accessibility on innovation: Empirical study of the electronics industry in
Northern Taiwan,” Transportation Research Record: Journal of the
Transportation Research Board, Vol. 1994, pp. 74-79.
Lin, J. J., Feng, C. M. and Huang, L. C. (2008), “Local development
impact assessment for a high speed rail system: A Taiwan study,” WIT
Transactions of the Built Environment, Vol. 101, pp. 425-435.
Neuman, W. L. (2006), Social Research Methods: Qualitative and
Quantitative Approaches, 6th ed., Allyn and Bacon, Boston, MA.
Washington, S. P., Karlaftis, M. G., Mannering, F. L. (2011),
Statistical and Econometric Methods for Transportation Data Analysis, 2nd
edition, Chapman & Hall/CRC, Boca Raton, FL.
Wu, B. and Tseng, N. (2002), “A new approach to fuzzy regression
models with application to business cycle analysis,” Fuzzy Sets and System,
Vol. 130, pp. 33-42.
吳柏林（2005），「模糊統計導論：方法與應用」，五南圖書出版股份有限公
司，台北市。
林楨家、張佑川 (2006)，「台北捷運地下街店舖租金分析」，建築與規劃學
報，7卷，1期，47-69頁。
邱皓政 (2003)「結構方程模式：LISREL的理論、技術與應用」，雙葉書廊有限
公司，臺北市。
馮正民、林楨家 (2008)，「都市及區域分析方法」，第二版，建都文化事業股
份有限公司，新竹市。
溫福星 (2006)，「階層線性模式：原理、方法與應用」，雙葉書廊有限公司，
臺北市。
鄭旭智、張育哲、潘倩玉、林克明（2002），「類別與受限依變項的迴歸統計
模式」，弘智文化事業有限公司，台北市。翻譯作品，原著：Long, J.S (1997),
Regression Models for Categorical and Limited Dependent Variables, Sage
Publications, Inc., Thousand Oaks, CA .

評量方式
(僅供參考)

No.	項目	百分比	說明
1.	課堂表現	10%	出席、簡報、討論。
2.	作業	45%	四次：10%+15%+10%+10%
3.	報告	45%	進度說明三次：10%+10%+10% 完整紙本報告：15%

課程進度

週次	日期	單元主題
第1週	09/10	Introduction: overview
第2週	09/17	Empirical study: approach, case
第3週	09/24	Linear regression 1: basic
第4週	10/01	Linear regression 2: assumptions, tests, corrections, SPSS
第5週	10/08	Linear regression 3: assumptions, tests, corrections
第6週	10/15	Linear regression 4: assumptions, tests, corrections, applications
第7週	10/22	Term paper presentation 1: research topic & key paper review
第8週	10/29	Tobit model, Box-Cox regression: method, applications
第9週	11/05	Poisson regression/negative binomial regression: methods, applications, LIMDEP
第10週	11/12	Discrete choice models 1: Binary/multinomial/ordered models
第11週	11/19	Discrete choice models 2: Nested Logit model, mixed Logit model
第12週	11/26	Term paper presentation 2: research design & data
第13週	12/03	Simultaneous equation modeling: method, applications
第14週	12/10	Structural equation modeling: method, application, LISREL
第15週	12/17	Hierarchical linear modeling: method, application, HLM
第16週	12/24	Fuzzy regression
第17週	12/31	Looking forward to 2013
第18週	01/07	Term paper presentation 3: full study
第19週	01/14	Due date of term paper