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98
Voted
IJCAI
2007
15 years 2 months ago
2007
This paper addresses the problem of concept sampling. In many real-world applications, a large collection of mixed concepts is available for decision making. However, the collecti...
GECCO
2004
Springer
15 years 6 months ago
2004
Springer
This paper introduces subchromosome representations to the linkage learning genetic algorithm (LLGA). The subchromosome representation is utilized for effectively lowering the num...
89
Voted
ECAI
2004
Springer
15 years 6 months ago
2004
Springer
It is possible to model avatars that learn to simulate object manipulations and other complex actions. A number of applications may benefit from this technique including safety, e...
103
Voted
ICANN
2009
Springer
15 years 4 months ago
2009
Springer
In a typical reinforcement learning (RL) setting details of the environment are not given explicitly but have to be estimated from observations. Most RL approaches only optimize th...
107
Voted
AAAI
2010
15 years 2 months ago
2010
This paper introduces a principled approach for the design of a scalable general reinforcement learning agent. This approach is based on a direct approximation of AIXI, a Bayesian...