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 * Home * People * Julien Pérez**

a French computer scientist in the TAO group (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.
 * Julien Pérez**,

=Selected Publications=

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

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