2309 search results - page 128 / 462 » Efficient Topological Exploration |
ECML
2007
Springer
14 years 2 days ago
2007
Springer
Abstract. We present a new reinforcement learning approach for deterministic continuous control problems in environments with unknown, arbitrary reward functions. The difficulty of...
ECML
2006
Springer
13 years 11 months ago
2006
Springer
Abstract. Greedy machine learning algorithms suffer from shortsightedness, potentially returning suboptimal models due to limited exploration of the search space. Greedy search mis...
ICMLA
2004
13 years 9 months ago
2004
In some environments, a learning agent must learn to balance competing objectives. For example, a Q-learner agent may need to learn which choices expose the agent to risk and whic...
IJCAI
2003
13 years 9 months ago
2003
To support more efficient video database management, this paper explores the concept of video association mining, with which the association patterns are characterized by sequenti...
TC
2008
13 years 8 months ago
2008
Quality of service (QoS) is becoming an attractive feature for high-performance networks and parallel machines because, in those environments, there are different traffic types, ea...