134
Voted
MCS
15 years 7 months ago
2009 Springer 
Abstract. Hierarchical classification problems gained increasing attention within the machine learning community, and several methods for hierarchically structured taxonomies have...
MCS
15 years 5 months ago
2009 Springer
We have recently introduced an incremental learning algorithm, Learn++ .NSE, for Non-Stationary Environments, where the data distribution changes over time due to concept drift. Le...
107
click to vote
MCS
15 years 7 months ago
2009 Springer
Abstract. One of the most widely applied techniques to deal with multiclass categorization problems is the pairwise voting procedure. Recently, this classical approach has been emb...
101
click to vote
MCS
15 years 7 months ago
2009 Springer 
Machine Learning can be divided into two schools of thought: generative model learning and discriminative model learning. While the MCS community has been focused mainly on the lat...
98
Voted
MCS
15 years 7 months ago
2009 Springer 
The classification of hyperspectral imagery, using multiple classifier systems is discussed and an SVM-based ensemble is introduced. The data set is separated into separate featu...
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Pattern Recognition