Concepedia

Novel imbalanced fault diagnosis method based on generative adversarial networks with balancing serial CNN and Transformer (BCTGAN)

Hualin Chen, Jianan Wei, Haisong Huang, Long Wen, Yage Yuan, Jinxing Wu

Expert Systems with Applications · 2024 · 86 citations · 36 references

Concepts

ComputingComputer EngineeringComputer ScienceArtificial IntelligenceMachine LearningDeep LearningDiagnosisFault DetectionFault DiagnosisGenerative ModelingRepresentation LearningClass ImbalanceClass Imbalance LearningGenerative Adversarial NetworksImbalanced ClassificationImbalanced LearningMachine Learning-based Fault DiagnosisNeural Network-based Diagnosis

References

36

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Reducing the Dimensionality of Data with Neural Networks

Geoffrey E. Hinton, Ruslan Salakhutdinov · Science · 2006 · 21K citations

Computing, Computer Science, Artificial Intelligence +14

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al. · Communications of the ACM · 2020 · 13.6K citations · Full text

Computing, Computer Science, Computer Graphics +10

Least Squares Generative Adversarial Networks

Xudong Mao, Qing Li, Haoran Xie et al. · 2017 · 5.2K citations

Computing, Computer Science, Computer Vision +13

ADASYN: Adaptive synthetic sampling approach for imbalanced learning

Haibo He, Yang Bai, Edwardo A. Garcia et al. · 2008 · 4.4K citations

Computing, Computer Science, Data Mining +16