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220
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JCIT
2010
15 years 1 months ago
2010
Probability theory is the framework for making decision under uncertainty. In classification, Bayes' rule is used to calculate the probabilities of the classes and it is a bi...
184
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JMLR
2010
15 years 1 months ago
2010
We discuss multiclass-multilabel classification problems in which the set of classes is extremely large. Most existing multiclass-multilabel learning algorithms expect to observe ...
224
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JMLR
2010
15 years 1 months ago
2010
Machine learning methods that can use additional knowledge in their inference process are central to the development of integrative bioinformatics. Inclusion of background knowled...
222
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ML
2010
ACM
15 years 1 months ago
2010
ACM
Traditional classification methods assume that the training and the test data arise from the same underlying distribution. However, in several adversarial settings, the test set is...
198
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TCIAIG
2010
15 years 1 months ago
2010
In this paper, we overview the 2009 Simulated Car Racing Championship--an event comprising three competitions held in association with the 2009 IEEE Congress on Evolutionary Comput...