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» Adaptive Transfer Learning
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ICML
2006
IEEE
16 years 3 months ago
Constructing informative priors using transfer learning
Many applications of supervised learning require good generalization from limited labeled data. In the Bayesian setting, we can try to achieve this goal by using an informative pr...
Rajat Raina, Andrew Y. Ng, Daphne Koller
ECIS
2003
15 years 3 months ago
Transfer of development process knowledge through method adaptation and implementation
Knowledge transfer is one of the key problem areas in knowledge management. This paper focuses on the transfer of knowledge about the software development process. There is an aim...
Per Backlund, Christina Hallenborg, Guomundur Hall...
ECML
2006
Springer
15 years 6 months ago
Skill Acquisition Via Transfer Learning and Advice Taking
We describe a reinforcement learning system that transfers skills from a previously learned source task to a related target task. The system uses inductive logic programming to ana...
Lisa Torrey, Jude W. Shavlik, Trevor Walker, Richa...
EDUTAINMENT
2010
Springer
15 years 3 months ago
Transferring Design Knowledge: Challenges and Opportunities
Design becomes more and more the art of bringing together expertise and experts from different domains in creating future products. Synthetical knowledge and hands-on skills in des...
Jun Hu, Wei Chen, Christoph Bartneck, Matthias Rau...
ICML
2007
IEEE
16 years 3 months ago
On the role of tracking in stationary environments
It is often thought that learning algorithms that track the best solution, as opposed to converging to it, are important only on nonstationary problems. We present three results s...
Richard S. Sutton, Anna Koop, David Silver