Mathematics of Complex Systems - Agent-based modeling
Master 2 Economics Risks and Data Science (IREF-ERDS)
Murat Yildizoglu
http://yildizoglu.fr
Synopsis of the course
Chapter 0: Introduction: Economy as a complex adaptive system - Slides
Chapter 1: How economics usually model the economy? - Slides
Chapter 2: Shortcomings of the standard approach and a potential alternative - Slides
Chapter 3: An introduction to NetLogo - Slides - Example NetLogo program (Right-click+ Save the link as…)
Resources on NetLogo:
NetLogo official web site
NetLogo Documentation
Dictionary of NetLogo
Quick Introduction to NetLogo par Luis R. Izquierdo
The fundamentals of NetLogo (Chapter of Agent-based evolutionary game dynamics, Luis R. Izquierdo, Segismundo S. Izquierdo, and William H. Sandholm)
NetLogo basics by Alan Isacs
Tutoriels en vidéo sur YouTube par Gabriel Wurzer
Main references
Arthur, W. Brian, Durlauf, Steven, & Lane, David A. 1997. The Economy as an Evolving Complex System II. Reading: MA: Addison-Wesley.
Bonabeau, E., 2002, Agent-based modeling: Methods and techniques for simulating human systems, Proceedings of National Academy of Sciences, 3, 7280-7287.
Bousquet, F, C. LePage, 2004, Multi-agent simulations and ecosystem management: a review, Ecological Modelling, 176, 313–332.
Holland, John H. 1996. Hidden Order. How Adaptation Builds Complexity. Reading (MA): Addison-Wesley.
Miller, John H., & Page, Scott E. 2007. Complex Adaptive Systems. Princeton University Press.
Railsback, Steven F., & Grimm, Volker. 2012. Agent-based and Individual-based Modeling. A practical introduction. Princeton University Press.
Schelling, Thomas C. 2006. Micromotives and Macrobehavior. W.W. Norton.
Wilensky, Uri, & Rand, William. 2015. An introduction to Agent-based Modeling. Modeling natural, social, and engineered complex systems with NetLogo. MIT Press.
Chapter 1: How economics usually model the economy? - Slides
Chapter 2: Shortcomings of the standard approach and a potential alternative - Slides
Chapter 3: An introduction to NetLogo - Slides - Example NetLogo program (Right-click+ Save the link as…)
Evaluation project 2019/20
Deadline: November 15, 2019
Project description: Of Mice and owls
Resources on NetLogo:
NetLogo official web site
NetLogo Documentation
Dictionary of NetLogo
Quick Introduction to NetLogo par Luis R. Izquierdo
The fundamentals of NetLogo (Chapter of Agent-based evolutionary game dynamics, Luis R. Izquierdo, Segismundo S. Izquierdo, and William H. Sandholm)
NetLogo basics by Alan Isacs
Tutoriels en vidéo sur YouTube par Gabriel Wurzer
Main references
Arthur, W. Brian, Durlauf, Steven, & Lane, David A. 1997. The Economy as an Evolving Complex System II. Reading: MA: Addison-Wesley.
Bonabeau, E., 2002, Agent-based modeling: Methods and techniques for simulating human systems, Proceedings of National Academy of Sciences, 3, 7280-7287.
Bousquet, F, C. LePage, 2004, Multi-agent simulations and ecosystem management: a review, Ecological Modelling, 176, 313–332.
Holland, John H. 1996. Hidden Order. How Adaptation Builds Complexity. Reading (MA): Addison-Wesley.
Miller, John H., & Page, Scott E. 2007. Complex Adaptive Systems. Princeton University Press.
Railsback, Steven F., & Grimm, Volker. 2012. Agent-based and Individual-based Modeling. A practical introduction. Princeton University Press.
Schelling, Thomas C. 2006. Micromotives and Macrobehavior. W.W. Norton.
Wilensky, Uri, & Rand, William. 2015. An introduction to Agent-based Modeling. Modeling natural, social, and engineered complex systems with NetLogo. MIT Press.