Genetic programming for high-dimensional imbalanced classification with a new fitness function and program reuse mechanism
Sign Up to like & getrecommendations! Published in 2020 at "Soft Computing"
DOI: 10.1007/s00500-020-05056-7
Abstract: Genetic programming (GP) has been successfully applied to classification. However, GP may evolve biased classifiers when encountering the problem of class imbalance. These biased classifiers are often not reliable to be applied to some real-world… read more here.
Keywords: high dimensional; classification; class; imbalanced classification ... See more keywords
Classifier Ensemble Based on Multiview Optimization for High-Dimensional Imbalanced Data Classification.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3177695
Abstract: High-dimensional class imbalanced data have plagued the performance of classification algorithms seriously. Because of a large number of redundant/invalid features and the class imbalanced issue, it is difficult to construct an optimal classifier for high-dimensional… read more here.
Keywords: classification; dimensional imbalanced; classifier ensemble; multiview optimization ... See more keywords