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173
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CORR
2010
Springer
15 years 7 months ago
2010
Springer
We present and analyze an agnostic active learning algorithm that works without keeping a version space. This is unlike all previous approaches where a restricted set of candidate...
184
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ECCC
2006
15 years 7 months ago
2006
We give the first representation-independent hardness results for PAC learning intersections of halfspaces, a central concept class in computational learning theory. Our hardness ...
184
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ETS
2002
IEEE
15 years 7 months ago
2002
IEEE
In this paper we briefly discuss the knowledge-on-demand (KOD) paradigm as it emerges from the current needs of the knowledge-based society. Basic requirements for on-demand learn...
203
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ITS
2010
Springer
15 years 5 months ago
2010
Springer
: To make a new problem from the original one and to compare their solutions are promising activities to promote a learner to be aware of the structure of these problems. Especiall...
180
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ICML
2006
IEEE
16 years 8 months ago
2006
IEEE
We address the problem of efficiently learning Naive Bayes classifiers under classconditional classification noise (CCCN). Naive Bayes classifiers rely on the hypothesis that the ...