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Julien Pérez,
a French computer scientist in the TAO group ^[1] (mix of INRIA, CNRS and the university), Laboratoire de recherche en informatique (LRI), Paris-Sud 11 University. His research activities are focused on the usage of Machine Learning and more precisely of semi-supervised learning for scheduling in High Performance Distributed Systems, also known as Grid Systems, and Computer Go. Julien Pérez is co-author of the top level Go playing program Mogo, using Monte-Carlo Tree Search which uses patterns in the simulations and improvements in UCT ^[2].

Selected Publications

^[3]

2007

• Julien Pérez, Balázs Kégl, Cécile Germain-Renaud (2007). Reinforcement learning for utility-based scheduling. NIPS Workshop on Statistical Learning Techniques for Solving Systems Problems Whistler Canada, Dec. 2007

2008

• Guillaume Chaslot, Louis Chatriot, Christophe Fiter, Sylvain Gelly, Jean-Baptiste Hoock, Julien Pérez, Arpad Rimmel, Olivier Teytaud (2008). Combining expert, offline, transient and online knowledge in Monte-Carlo exploration. pdf
• Cécile Germain-Renaud, Julien Pérez, Balázs Kégl, Charles Loomis (2008). Grid Differentiated Services: a Reinforcement Learning Approach. In 8th IEEE Symposium on Cluster Computing and the Grid. Lyon, pdf

2009

• Pierre Audouard, Guillaume Chaslot, Jean-Baptiste Hoock, Arpad Rimmel, Julien Pérez, Olivier Teytaud (2009). Grid co-evolution for adaptive simulations; application to the building of opening books in the game of Go. pdf
• Guillaume Chaslot, Jean-Baptiste Hoock, Julien Pérez, Arpad Rimmel, Olivier Teytaud, Mark Winands (2009). Meta Monte-Carlo Tree Search for Automatic Opening Book Generation. pdf
• Vincent Berthier, Amine Bourki, Matthieu Coulm, Guillaume Chaslot, Christophe Fiter, Sylvain Gelly, Jean-Baptiste Hoock, Rémi Munos, Julien Pérez, Arpad Rimmel, Philippe Rolet, Olivier Teytaud, Paul Vayssière, Yizao Wang, Ziqin Yu (et al.) (2009). Computer-Go is not only for Go. Korea, August 2009 slides as pdf

2010

• Julien Pérez, Cécile Germain-Renaud, Balázs Kégl, Charles Loomis (2010). Multi-objective Reinforcement Learning for Responsive Grids. In The Journal of Grid Computing. pdf
• Romaric Gaudel, Jean-Baptiste Hoock, Julien Pérez, Nataliya Sokolovska, Olivier Teytaud (2010). A Principled Method for Exploiting Opening Books. CG 2010, pdf

External Links

• Julien Perez from Microsoft Academic Search

References

1. ^ TikiWiki : Welcome to TAO Web site
2. ^ MoGo: a software for the Game of Go
3. ^ Julien Perez from Microsoft Academic Search

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