Systems to Build Systems - Useful Links

Last Updated on Wednesday, 11 March 2009 15:37

Hyperheuristics 

• E. Burke, G. Kendall, J. Newall, E. Hart, P. Ross  and S. Schulenburg, Handbook of metaheuristics, chapter 16, Hyper-heuristics: an emerging direction in modern search technology, pp. 457-474, Kluwer Academic Publishers (2003)
• A brief introductory wiki page on hyperheuristics
• Recent publications on hyperheuristics
• A related project: Next Generation Decision Support: Automating the Heuristic Design Process (EPSRC)

Evolutionary Approaches

• Multimeme (Self-generating) memetic algorithms wiki pages
• Memetic algorithms (Pablo Moscato) 1989-2002
• Genetic programming pages (John Koza)
• A field guide to genetic programming (Riccardo Poli)
• Grammatical evolution (Michael O'Neill)

Learning 

• L.P. Kaelbling, M.L. Littman and A.W. Moore, Reinforcement Learning: A Survey, Journal of Artificial Intelligence Research 4 (1996) 237-285
• Richard S. Sutton, Andrew G. Barto (1998). Reinforcement Learning: An Introduction. MIT Press.  
• A. Nareyek, Choosing search heuristics by non-stationary reinforcement learning, Metaheuristics: Computer Decision-Making, pp. 523-544 (2003)
• Machine learning and Reinforcement learning wiki resources
• TEACHER (TEchniques for the Automated Creation of HEuRistics) learning project