Graduate Workshop in Computational Social Science - Useful Resources 2018
From Santa Fe Institute Events Wiki
Computer packages and libraries
- Eclipse Eclipse is an integrated development environment (IDE) that makes programming and debugging orders of magnitudes easier.
- R is a free software environment for statistical computing and graphics.
- SAGE Creating a viable free open source alternative toMagma, Maple, Mathematica, and Matlab.
- MASON - Java-based toolkit for multiagent simulation.
- ECJ Evolutionary computation toolkit in Java that dovetails with MASON.
- Repast Simphony is a free and open source agent-based modeling toolkit written in Java.
- Ascape Java-based agent-based modeling toolkit developed at the Brookings Institution by Miles T. Parker.
- NetLogo NetLogo is a cross-platform multi-agent procedural programmable modeling environment.
- Framsticks Framsticks is an artificial life package for evolving 3-D creatures with neural network nervous systems.
- breve Open-source, cross-platform 3d simulation in python or steve (with good creature evolution examples)
- This page has a summary of software and toolkits for agent-based and complex adaptive systems: 
- Another page about programs for agent based modeling: 
- igraph: package for creating and manipulating undirected and directed graphs. Has interfaces to many different programming languages.
- PyGene - a simple library for genetic algorithms and genetic programming in python
Guides and Tutorials
- AgentModelingGuide Robert Axelrod and Leigh Tesfatsion's On-Line Guide for Newcomers to Agent-Based Modeling in the Social Sciences
- RepastGuide Leigh Tesfatsion's Self-Study Guide for Java-Based Repast
- AscapeTutorial What is Ascape and Why Should You Care? Miles T. Parker's intro and tutorial to Ascape published in JASSS.
- EclipseABM Guides to using the Eclipse IDE with agent-based modeling environments including MASON, RePast, and Ascape.
Interesting Related Works
- Reimplementation of Axelrod's "Evolution of Cooperation": Reimplementation and re-experimentation of the famous Axelrod's paper, where after tuning some parameters it is observed how results provided by Axelrod where not complete.
- Evolutionary Conditions for the Emergence of Communication in Robots Floreano et al., Current Biology, 2007.
- Solving traveling salesman problems with DNA molecules encoding numerical values Lee et al., Biosystems, 2004.
- Coupled replicator equations for the dynamics of learning in multiagent systems Sato & Crutchfield, Physical Review E, 2003.
- Interesting article from Wired: The End of Theory: The Data Deluge.
- And an interesting response from Shalizi, i.e. why the Wired article is crap.