imbalanced data problem
Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.37)
We sincerely thank the three reviewers for their constructive comments and supports
We sincerely thank the three reviewers for their constructive comments and supports. GPUs are essential to doing effective deep learning. Cloud platform is used, no compression is required. The novelty of this paper is twofold. Secondly, we enhance the robustness of knowledge distillation to deal with data imbalance problem and noise.
Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.37)
Pseudo-Feature Generation for Imbalanced Data Analysis in Deep Learning
Konno, Tomohiko, Iwazume, Michiaki
We generate pseudo-features by multivariate probability distributions obtained from feature maps in a low layer of trained deep neural networks. Then, we virtually augment the data of minor classes by the pseudo-features in order to overcome imbalanced data problems.
1807.06538
Technology: