10054 search results - page 80 / 2011 » On the Complexity of Function Learning |
94
Voted
ICRA
2006
IEEE
15 years 6 months ago
2006
IEEE
— This paper demonstrates a learning mechanism for complex tasks. Such tasks may be inherently expensive to learn in terms of training time and/or cost of obtaining each training...
ICPR
2008
IEEE
16 years 1 months ago
2008
IEEE
Complex simulations can generate very large amounts of data stored disjointly across many local disks. Learning from this data can be problematic due to the difficulty of obtainin...
149
Voted
JMLR
2010
14 years 7 months ago
2010
With the goal to generate more scalable algorithms with higher efficiency and fewer open parameters, reinforcement learning (RL) has recently moved towards combining classical tec...
109
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ICML
2009
IEEE
16 years 1 months ago
2009
IEEE
Codebook-based representations are widely employed in the classification of complex objects such as images and documents. Most previous codebook-based methods construct a single c...
105
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ATAL
2008
Springer
15 years 2 months ago
2008
Springer
Reinforcement Learning research is traditionally devoted to solve single-task problems. Therefore, anytime a new task is faced, learning must be restarted from scratch. Recently, ...