generalization bound

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NIPS
2004

117views Information Technology» more NIPS 2004»

Class-size Independent Generalization Analsysis of Some Discriminative Multi-Category Classification

12 years 7 months ago

We consider the problem of deriving class-size independent generalization bounds for some regularized discriminative multi-category classification methods. In particular, we obtai...

Tong Zhang

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ICML
2008
IEEE

133views Machine Learning» more ICML 2008»

Multi-classification by categorical features via clustering

13 years 6 months ago

Download eprints.pascal-network.org

We derive a generalization bound for multiclassification schemes based on grid clustering in categorical parameter product spaces. Grid clustering partitions the parameter space i...

Yevgeny Seldin, Naftali Tishby

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