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4 papers · 2 filters
On the Impact of Multiobjective Scalarizing Functions
Bilel Derbel, Dimo Brockhoff, Arnaud Liefooghe +1
Recently, there has been a renewed interest in decomposition-based approaches for evolutionary multiobjective optimization. However, the impact of the choice of the underlying scal…
Challenges in Bridging Social Semantics and Formal Semantics on the Web
Fabien Lucien Gandon, Michel Buffa, Elena Cabrio +7
This paper describes several results of Wimmics, a research lab which names stands for: web-instrumented man-machine interactions, communities, and semantics. The approaches introd…
Bandit Algorithms for Tree Search
Pierre-Arnuad Coquelin, Remi Munos
Bandit based methods for tree search have recently gained popularity when applied to huge trees, e.g. in the game of go [6]. Their efficient exploration of the tree enables to re-…
Algorithms for CVaR Optimization in MDPs
Yinlam Chow, Mohammad Ghavamzadeh
In many sequential decision-making problems we may want to manage risk by minimizing some measure of variability in costs in addition to minimizing a standard criterion. Conditiona…