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» On Universal Transfer Learning
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NIPS
2007
15 years 1 months ago
Transfer Learning using Kolmogorov Complexity: Basic Theory and Empirical Evaluations
In transfer learning we aim to solve new problems using fewer examples using information gained from solving related problems. Transfer learning has been successful in practice, a...
M. M. Mahmud, Sylvian R. Ray
ICML
2010
IEEE
15 years 23 days ago
Boosting for Regression Transfer
The goal of transfer learning is to improve the learning of a new target concept given knowledge of related source concept(s). We introduce the first boosting-based algorithms for...
David Pardoe, Peter Stone
67
Voted
ML
2007
ACM
14 years 11 months ago
Online calibrated forecasts: Memory efficiency versus universality for learning in games
Shie Mannor, Jeff S. Shamma, Gürdal Arslan