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IJCAI
2007
14 years 9 days ago
General Game Learning Using Knowledge Transfer
We present a reinforcement learning game player that can interact with a General Game Playing system and transfer knowledge learned in one game to expedite learning in many other ...
Bikramjit Banerjee, Peter Stone
JCDL
2010
ACM
154views Education» more  JCDL 2010»
14 years 4 months ago
Transferring structural markup across translations using multilingual alignment and projection
We present here a method for automatically projecting structural information across translations, including canonical citation structure (such as chapters and sections), speaker i...
David Bamman, Alison Babeu, Gregory Crane
CVPR
2008
IEEE
15 years 26 days ago
Transfer learning for image classification with sparse prototype representations
To learn a new visual category from few examples, prior knowledge from unlabeled data as well as previous related categories may be useful. We develop a new method for transfer le...
Ariadna Quattoni, Michael Collins, Trevor Darrell
AAAI
2006
14 years 8 days ago
Value-Function-Based Transfer for Reinforcement Learning Using Structure Mapping
Transfer learning concerns applying knowledge learned in one task (the source) to improve learning another related task (the target). In this paper, we use structure mapping, a ps...
Yaxin Liu, Peter Stone
EPIA
2007
Springer
14 years 5 months ago
Generalization and Transfer Learning in Noise-Affected Robot Navigation Tasks
Abstract. When a robot learns to solve a goal-directed navigation task with reinforcement learning, the acquired strategy can usually exclusively be applied to the task that has be...
Lutz Frommberger