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How to tune the RBF SVM hyperparameters?: An empirical evaluation of 18 search algorithms
SVM with an RBF kernel is usually one of the best classification algorit...
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An empirical evaluation of imbalanced data strategies from a practitioner's point of view
This research tested the following well known strategies to deal with bi...
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Nested cross-validation when selecting classifiers is overzealous for most practical applications
When selecting a classification algorithm to be applied to a particular ...
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Specialized Support Vector Machines for open-set recognition
Often, when dealing with real-world recognition problems, we do not need...
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Comparison of 14 different families of classification algorithms on 115 binary datasets
We tested 14 very different classification algorithms (random forest, gr...
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Flexible Modeling of Latent Task Structures in Multitask Learning
Multitask learning algorithms are typically designed assuming some fixed...
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Jacques Wainer
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