15 search results - page 2 / 3 » Leave-one-out Bounds for Support Vector Regression |
117
Voted
NIPS
2004
2004
Class-size Independent Generalization Analsysis of Some Discriminative Multi-Category Classification
15 years 25 days ago
We consider the problem of deriving class-size independent generalization bounds for some regularized discriminative multi-category classification methods. In particular, we obtai...
102
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JMLR
2011
14 years 6 months ago
2011
A multitask learning framework is developed for discriminative classification and regression where multiple large-margin linear classifiers are estimated for different predictio...
134
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AIA
2007
15 years 27 days ago
2007
Kernel Ridge Regression (KRR) and the recently developed Kernel Aggregating Algorithm for Regression (KAAR) are regression methods based on Least Squares. KAAR has theoretical adv...
80
Voted
NIPS
2007
15 years 26 days ago
2007
The notion of algorithmic stability has been used effectively in the past to derive tight generalization bounds. A key advantage of these bounds is that they are designed for spec...
100
Voted
TIT
2002
14 years 11 months ago
2002
Generalization bounds depending on the margin of a classifier are a relatively recent development. They provide an explanation of the performance of state-of-the-art learning syste...