wiki:documentation
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Version 4 (modified by chapel, 11 years ago)

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Documentation

About the software

Here, find the user guide

About the algorithm

  • SVM viability kernel approximation
  • SVM capture basins and minimal time function approximation
  • SVM resilience values approximation

References

[1] Deffuant, G., Chapel, L., Martin, S. (2007) "Approximating viability kernels with Support Vector Machines". IEEE Transactions on automatic control, 52 (5), p.933-937.

[2] Chapel, L., Deffuant, G. (Soumis) "SVM approximation of value function contours in target hitting problems". Automatica.

[3] Chapel, L., Martin, S. Deffuant, G. (2007) "Lake eutrophication: using resilience evaluation to compute sustainable policies". Dans proceedings of the 10th international conference on environmental science and technology (CEST 2007). Ile de Kos, Grèce. [Article / PDF] [Slides / PDF]

[4] Deffuant, G., Martin, S., Chapel, L. (2005) "Utiliser des Support Vector Machines pour apprendre un noyau de viabilité". Dans les actes de la conférence Majecstic-2005, Rennes, France. [Article / PDF] [Slides / PDF] Cette présentation a reçu le prix de la meilleure communication

[5] Chapel, L., Deffuant, G. (2007) "SVM viability controller active learning: application to bike control". Dans proceedings of the IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL'07). Honolulu, USA. [Slides / PDF]