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Session 4
View from above
We are all connected
Let's solve the  Travelling Posterviewer problem
Careful! Don't touch here!
Paper #190:  Evolutionary Detection of New Classes of Equilibria. Application in Behavioral Games D. Dumitrescu et al. ,[object Object]
A model has to be found to explain that behavior.
Multiobjective algorithm is used to evolve strategies that approach that behavior ,[object Object],[object Object]
Paper #68:  Evolving a Single Scalable Controller for an Octopus Arm with a Variable Number of Segments Woolley & Stanley. ,[object Object]
Next: application to Paul
Paper #104:  Evolving Strategies for Updating Pheromone Trails: a Case Study with the TSP Tavares &  Pereira ,[object Object]
Weird and interesting update strategies arise ,[object Object],[object Object]
Paper #126:  Globally Induced Model Trees: An Evolutionary Approach  Czajkowski & Krętowski ,[object Object]
Akaike information criteria used as fitness
Paper #211:  Scheduling English Football Fixtures over the Holiday Period Using Hyper-heuristics  Gibbs et al. ,[object Object]
Paper #162:  Evolutionary Learning of Technical Trading Rules without Data-mining Bias. Agapitos et al. ,[object Object]
MOEA using returns + statistical significance of rule.
Encouraring results!
Paper #208:  Differential Evolution Algorithms with Cellular Populations Dorronsoro & Bouvry ,[object Object]
Cellular better than not (except for JADE)
Paper #70:  Hybrid Directional-biased Evolutionary Algorithm for Multi-objective Optimization Shimada et al. ,[object Object]
hIDEA searches wider and closer to Pareto front ,[object Object]

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Parallel Problem Solving from Nature session-4

Notas del editor

  1. Thanks to Tomas Runarsson, who invited me and funded my stay here
  2. Created using wordle, a tagcloud creator, which, unfortunateluy, is not open source
  3. Graph elaborated from EasyChair data using UciNet and NetDraw. Funny thing everything is connected. Normally sessions are chosen for topical closeness, but it needn't really happen. Not that many keywords, either, out of 80 possible ones.
  4. http://www.flickr.com/photos/hikingartist/3009540273/ This class of balance: keeping two guys balanced on a pole while using a ballet skirt, could be discovered by this algorithm. Eventually. It's just as well this paper is the first, since it's one of the most difficult to understand.
  5. Obtained from http://www.flickr.com/photos/jauladeardilla/3951932940/sizes/l/in/photostream/ As you see, this octopus arm has an infinite number of segments, which will be kind of difficult to evolve I could have used Paul the Octopus, but that would have been too easy, don't cha think? Paul's tentacles will be optimized so that it can choose England over, well, over somebody else.
  6. http://www.flickr.com/photos/moff/4092989093/ He's the travelling sweatman, and he's spreading pheromones all over the place. I can smell it from here.
  7. http://www.flickr.com/photos/clickflashphotos/4897003658/ These model trees have been walking the catwalk, or the treewalk, with some difficulty, I tell you, to show all of you, as a premiere, the latest fashion in tree attire
  8. Talking about soccer, there's nothing more optimized that the Spanish team. No way English soccer, even if it's perfectly scheduled, can beat that.
  9. http://www.flickr.com/photos/damejiar/2677123803/ She's showing her how to trade. “You see? Here's the avocado. Now you say 'How much is that beautiful avocado'”?
  10. http://www.flickr.com/photos/euthman/426956752/ These cells are evolving differently. One of them is bigger, and the other smaller. Though both are purple. Color change will have to wait for the next generation.
  11. http://www.flickr.com/photos/erwyn/4202089930/ This Cupid is obviously directionally-biased : it's pointing at you
  12. This boat's constraint is optimized... and blue http://www.flickr.com/photos/melodysk/1149713138/ No statistical significance is shown, either...
  13. http://www.flickr.com/photos/kenyee/239813655/ These agents seem quite autonomous, although they seem to have some trouble with, well, zombies.
  14. http://www.flickr.com/photos/tirralirra/2062189596/ This is rather geometric cross-stitch, but it also deserves optimization, right?
  15. http://www.flickr.com/photos/gi/435888435/ She's got a sequence of mirrors, and she's got a strategy to try them. Mirrored sampling adds/subtracts a random vector to the parent, instead of only adding it. Sequential selection selects one as soon as it's found to be better, does not wait for the best. Saves evaluations.
  16. http://www.flickr.com/photos/hazeljoy/3798639516/ Here's an instance of the all-pairs problem. You have all those pairs, and a single pair of feet. Which one should you try?
  17. http://www.flickr.com/photos/ferrous/363972144/ You probably don't need so many clocks to analyze time, and in this paper they are going to show you how.