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Learning theory: stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization.
Sayan Mukherjee
Partha Niyogi
Tomaso A. Poggio
Ryan M. Rifkin
Published in:
Adv. Comput. Math. (2006)
Keyphrases
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learning theory
empirical risk minimization
generalization bounds
uniform convergence
generalization ability
data dependent
vc dimension
reproducing kernel hilbert space
machine learning
statistical learning theory
large deviations
decision trees
lower bound
pairwise
concept class