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cs.LG2020
Restrained Generative Adversarial Network against Overfitting in Numeric Data Augmentation
Wei Wang, Yimeng Chai, Tao Cui +4
In recent studies, Generative Adversarial Network (GAN) is one of the popular schemes to augment the image dataset. However, in our study we find the generator G in the GAN fails t…
cs.LG2019
Study of Constrained Network Structures for WGANs on Numeric Data Generation
Wei Wang, Chuang Wang, Tao Cui +1
Some recent studies have suggested using GANs for numeric data generation such as to generate data for completing the imbalanced numeric data. Considering the significant differenc…