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» A Theory for Memory-Based Learning
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ECML
2005
Springer
15 years 3 months ago
On the LearnAbility of Abstraction Theories from Observations for Relational Learning
Stefano Ferilli, Teresa Maria Altomare Basile, Nic...
CORR
2010
Springer
103views Education» more  CORR 2010»
14 years 9 months ago
Asymptotic Learning Curve and Renormalizable Condition in Statistical Learning Theory
Bayes statistics and statistical physics have the common mathematical structure, where the log likelihood function corresponds to the random Hamiltonian. Recently, it was discovere...
Sumio Watanabe
ML
2010
ACM
14 years 7 months ago
A theory of learning from different domains
Shai Ben-David, John Blitzer, Koby Crammer, Alex K...
77
Voted
IJCV
2000
86views more  IJCV 2000»
14 years 9 months ago
Statistical Learning Theory: A Primer
In this paper we first overview the main concepts of Statistical Learning Theory, a framework in which learning from examples can be studied in a principled way. We then briefly di...
Theodoros Evgeniou, Massimiliano Pontil, Tomaso Po...
COLT
1994
Springer
15 years 1 months ago
Rigorous Learning Curve Bounds from Statistical Mechanics
In this paper we introduce and investigate a mathematically rigorous theory of learning curves that is based on ideas from statistical mechanics. The advantage of our theory over ...
David Haussler, H. Sebastian Seung, Michael J. Kea...