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ECML
2007
Springer
15 years 5 months ago
Classifier Loss Under Metric Uncertainty
David B. Skalak, Alexandru Niculescu-Mizil, Rich C...
61
Voted
IWLCS
2005
Springer
15 years 5 months ago
Binary Rule Encoding Schemes: A Study Using the Compact Classifier System
Xavier Llorà, Kumara Sastry, David E. Goldb...
ICML
2006
IEEE
16 years 14 days ago
Full Bayesian network classifiers
The structure of a Bayesian network (BN) encodes variable independence. Learning the structure of a BN, however, is typically of high computational complexity. In this paper, we e...
Jiang Su, Harry Zhang
ICML
2003
IEEE
16 years 14 days ago
Probabilistic Classifiers and the Concepts They Recognize
We investigate algebraic, logical, and geometric properties of concepts recognized by various classes of probabilistic classifiers. For this we introduce a natural hierarchy of pr...
Manfred Jaeger
95
Voted
ICML
2008
IEEE
16 years 14 days ago
Learning to classify with missing and corrupted features
After a classifier is trained using a machine learning algorithm and put to use in a real world system, it often faces noise which did not appear in the training data. Particularl...
Ofer Dekel, Ohad Shamir