1435 search results - page 78 / 287 » Generalization Error Bounds Using Unlabeled Data |
84
Voted
ICML
2008
IEEE
16 years 1 months ago
2008
IEEE
We propose a new stopping condition for a Support Vector Machine (SVM) solver which precisely reflects the objective of the Leave-OneOut error computation. The stopping condition ...
108
Voted
VLDB
2007
ACM
15 years 6 months ago
2007
ACM
We consider the privacy problem in data publishing: given a database instance containing sensitive information “anonymize” it to obtain a view such that, on one hand attackers...
103
Voted
COLT
2008
Springer
15 years 2 months ago
2008
Springer
We study distribution-dependent, data-dependent, learning in the limit with adversarial disturbance. We consider an optimization-based approach to learning binary classifiers from...
150
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SDM
2012
SIAM
13 years 3 months ago
2012
SIAM
Multiple data sources containing different types of features may be available for a given task. For instance, users’ profiles can be used to build recommendation systems. In a...
101
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ICML
2003
IEEE
16 years 1 months ago
2003
IEEE
We consider the problem of unsupervised learning from a matrix of data vectors where in each row the observed values are randomly permuted in an unknown fashion. Such problems ari...