MCS
13 years 10 months ago
2004 Springer  MCS
13 years 10 months ago
2004 Springer
We experimentally evaluate bagging and six other randomization-based approaches to creating an ensemble of decision-tree classifiers. Bagging uses randomization to create multipl...
MCS
13 years 10 months ago
2004 Springer
Atypical observations, which are called outliers, are one of difficulties to apply standard Gaussian density based pattern classification methods. Large number of outliers makes di...
MCS
13 years 10 months ago
2004 Springer 
Despite the good results provided by Dynamic Classifier Selection (DCS) mechanisms based on local accuracy in a large number of applications, the performances are still capable of ...
MCS
13 years 10 months ago
2004 Springer 
The ECOC framework provides a powerful and popular method for solving multiclass problems using a multitude of binary classifiers. We had recently introduced the Binary Hierarchica...
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Pattern Recognition