## 3 Class Imbalance Problem
### Genetic Algorithm Architecture for Class Imbalance Problem
#### 3.4.2 Genetic Operators
* [PERSON] (2011) [PERSON] Imbalanced Data Learning. In _Foundations of Large-Scale Multimedia Information Management and Retrieval_; Springer: New York, NY, USA, 2011; pp. 191-211. * [PERSON] and [PERSON] (2012) [PERSON]; [PERSON] Sampling+ reweighting: Boosting the performance of AdaBoost on imbalanced datasets. In Proceedings of the 2012 IEEE International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, 10-15 June 2012; pp. 1-6. * [PERSON] et al. (2018) [PERSON]; [PERSON]; [PERSON] A Hybrid GA-LDA Scheme for Feature Selection in Content-Based Image Retrieval. _Int. J. Appl. Metaheuristic Comput._**2018**, \(9\), 48-71. * [PERSON] et al. (2018) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Automatic Image Region Annotation by Genetic Algorithm-Based Joint Classifier and Feature Selection in Ensemble System. In _Intelligent Information and Database Systems, Proceedings of the 10 th Asian Conference on Intelligent Information and Database Systems, Dong Hoi City, Vietnam, 19-21 March 2018_; Springer: Cham, Switzerland, 2018; pp. 599-609. * [PERSON] et al. (2015) [PERSON] [PERSON]; [PERSON]; [PERSON] [PERSON] Content based image retrieval in a web 3.0 environment. _Multimed. Tools Appl._**2015**, _74_, 5055-5072. * [PERSON] and [PERSON] (2012) [PERSON]; [PERSON] Multiclass imbalance problems: Analysis and potential solutions. _IEEE Trans. Syst. Man, Cybern B, Cybern._**2012**, _42_, 1119-1130. * [PERSON] et al. (2013) [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON] Eusboost: Enhancing ensembles for highly imbalanced data-sets by evolutionary undersampling. _Pattern Recognit._**2013**, _46_, 3460-3471. * [PERSON] and [PERSON] (1995) [PERSON]; [PERSON] Optimal combinations of pattern classifiers. _Pattern Recognit. Lett._**1995**, _16_, 945-954. * [PERSON] (2000) [PERSON] Ensemble Methods in Machine Learning. In _Multiple Classifier Systems. MCS 2000. Lecture Notes in Computer Science_; Springer: Berlin/Heidelberg, Germany, 2000; Volume 1857, pp. 1-15. * [PERSON] (2007) [PERSON] Information Theoretic Combination of Classifiers with Application to Face Detection. Ph.D. Thesis, Pennsylvania State University, Pennsylvania, PA, USA, 2007. * [PERSON] (1996) [PERSON] Bagging predictors. _Mach. Learn._**1996**, _24_, 123-140. * [PERSON] and [PERSON] (2008) [PERSON]; [PERSON] Classifier ensembles: Select real-world applications. _Inf. Fusion_**2008**, \(9\), 4-20. * [PERSON] and [PERSON] (2010) [PERSON]; [PERSON] The curvelet transform. _IEEE Signal Process. Mag._**2010**, _27_, 118-133. * [PERSON] and [PERSON] (2010) [PERSON]; [PERSON] A comparative study of wavelet and curvelet transform for face recognition. In Proceedings of the 3 rd International Congress on Image and Signal Processing (CISP), Yantai, China, 16-18 October 2010; Volume 4, pp. 1718-1722. * [PERSON] et al. (2005) [PERSON]; [PERSON]; [PERSON] Hybrid crossover operators for real-coded genetic algorithms: An experimental study. _Soft Comput._**2005**, \(9\), 280-298. * [PERSON] et al. (2011) [PERSON] [PERSON]; [PERSON]; [PERSON] [PERSON] Distance-based relevance feedback using a hybrid interactive genetic algorithm for image retrieval. _Appl. Soft Comput._**2011**, _11_, 1782-1791. * [PERSON] et al. (2003) [PERSON]; [PERSON] [PERSON]; [PERSON] Genetic algorithm-based relevance feedback for image retrieval using local similarity patterns. _Inf. Process. Manag._**2003**, _39_, 1-23. * [PERSON] et al. (1991) [PERSON]; [PERSON]; [PERSON] Adaptive noise filtering using an error-backpropagation neural network. _IEEE Trans. Instrum. Meas._**1991**, _40_, 820-825. * [PERSON] and [PERSON] (2011) [PERSON]; [PERSON] A user-oriented image retrieval system based on interactive genetic algorithm. _IEEE Trans. Instrum. Meas._**2011**, _60_, 3318-3325. * [PERSON] et al. (2012) [PERSON] [PERSON]; [PERSON]; [PERSON]; [PERSON] Efficient content-based image retrieval using multiple support vector machines ensemble. _Expert Syst. Appl._**2012**, _39_, 2385-2396.