課程名稱 |
生產力與效率分析 Productivity and Efficiency Analysis |
開課學期 |
110-2 |
授課對象 |
管理學院 資訊管理學系 |
授課教師 |
李家岩 |
課號 |
IM5058 |
課程識別碼 |
725 U3680 |
班次 |
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學分 |
3.0 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期五2,3,4(9:10~12:10) |
上課地點 |
管二203 |
備註 |
本課程英文授課,使用中文教科書。英語授課。建議先修過作業研究、統計學。 限學士班四年級以上 或 限碩士班以上 總人數上限:30人 外系人數限制:20人 |
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課程簡介影片 |
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核心能力關聯 |
本課程尚未建立核心能力關連 |
課程大綱
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課程概述 |
This course will provide students to learn the management and engineering characteristics of production systems, understand the microeconomics theory, and evaluate the performance using the frontier methodologies for productivity improvement. The models include data envelopment analysis (DEA), network DEA, directional distance function with undesirable outputs, marginal productivity, convex nonparametric least squares (CNLS), stochastic semi-nonparametric envelopment of data (StoNED), and Nash equilibrium identified by mixed complementarity problem, etc. The course integrates the knowledge domains of the management, engineering and economics, and solves the real problem systematically using statistics or optimization methods. |
課程目標 |
Learn the operations research and statistics methodologies to model the characteristics of production systems (including manufacturing and service industries), understand the microeconomics theory, and evaluate the performance for improving productive efficiency in a real practice. |
課程要求 |
Prerequisite course:
- Probability and Statistics
- Operations Research
From this course, you may learn...
- Understand the analytical techniques for PEA
- Integrate the management, engineering and economic domains
- Conduct an empirical study to a real-setting problem |
預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
Lecture notes and papers |
參考書目 |
1. Coelli, T. J., D. S. Prasada Rao, C. J. O’Donnell, and G. E. Battese (2005). An Introduction to Efficiency and Productivity Analysis, 2nd ed., Springer, New York.
2. Fried, H. O., C. A. K. Lovell, and S. S. Schmidt (2008). The Measurement of Productive Efficiency and Productivity Growth, Oxford University Press.
3. Lee, Chia-Yen and A. L. Johnson (2013). "Operational Efficiency", book chapter edited in: Badiru, A. B. (Editor), Handbook of Industrial and Systems Engineering, 2nd Edition, 17-44, CRC Press.
4. Bhattacharyya, S. C. (2011). Energy Economics: Concepts, Issues, Markets and Governance. Springer, New York.
5. Gabriel, S. A., A. J. Conejo, J. D. Fuller, B. F. Hobbs, C. Ruiz (2013). Complementarity Modeling in Energy Markets. Springer.
6. Hackman, S. T. (2008), Production Economics: Integrating the Microeconomic and Engineering Perspectives, Springer-Verlag, Heidelberg.
7. Rasmussen, S. (2011), Production Economics: The Basic Theory of Production Optimization, Springer-Verlag Berlin Heidelberg |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
Homework Assignment |
50% |
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2. |
Project and Technical Writing |
50% |
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週次 |
日期 |
單元主題 |
第1週 |
2/18 |
Introduction |
第2週 |
2/25 |
Production Economics |
第3週 |
3/04 |
Data Envelopment Analysis: CRS, VRS, Economic Efficiency, Farrell, Koopmans, & Russell measure |
第4週 |
3/11 |
Data Envelopment Analysis: CRS, VRS, Economic Efficiency, Farrell, Koopmans, & Russell measure |
第5週 |
3/18 |
Advanced Topic in DEA: Bootstrap, Congestion, Contextual Variable, Two-stage DEA |
第6週 |
3/25 |
Undesirable Output in DEA: Weak Disposability, Material Balance Principle, By-Production |
第7週 |
4/01 |
Undesirable Output in DEA: Weak Disposability, Material Balance Principle, By-Production |
第8週 |
4/08 |
Productivity Change with Panel Data: Malmquist Productivity Index, Global Malmquist-Luenberger Index, Fisher |
第9週 |
4/15 |
Network DEA |
第10週 |
4/22 |
Network DEA |
第11週 |
4/29 |
Convex Nonparametric Least Squares (CNLS): Stochastic Semi-Nonparametric Envelopment of Data (StoNED) |
第12週 |
5/06 |
Convex Nonparametric Least Squares (CNLS): Stochastic Semi-Nonparametric Envelopment of Data (StoNED) |
第13週 |
5/13 |
Orientation and Marginal Productivity: Meta-DEA, Mixed-Strategy Nash Equilibrium |
第14週 |
5/20 |
Orientation and Marginal Productivity: Meta-DEA, Mixed-Strategy Nash Equilibrium |
第15週 |
5/27 |
Energy and Environment in DEA: Marginal Abatement Cost, Cap-and-Trade, Allocation of Emission Permits |
第16週 |
6/03 |
Energy and Environment in DEA: Marginal Abatement Cost, Cap-and-Trade, Allocation of Emission Permits |
第17週 |
6/10 |
Project Presentation |
第18週 |
6/17 |
Project Presentation |
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