Adversarial Data Augmentation Improves Unsupervised Machine Learning

Keyphrases

• Adversarial Data Augmentation 100%
• Adversarial Examples 100%
• Unsupervised Machine Learning 100%
• Data Augmentation 40%
• Mutual Information 20%
• Supervised Learning 20%
• Learning Task 20%
• Similarity Measure 20%
• Information Theory 20%
• Learning Classifiers 20%
• Efficient Generation 20%
• Data Reconstruction 20%
• Ground Truth Data 20%
• Convergence Guarantee 20%
• Min-max Algorithm 20%
• Unsupervised Model 20%
• Machine Learning Models 20%
• Representation Learning 20%
• Model Retraining 20%
• Contrastive Learning 20%
• Provable Convergence 20%
• Neural Estimator 20%
• Data Label 20%

Computer Science

• Data Augmentation 100%
• Adversarial Example 100%
• Machine Learning 100%
• Learning System 100%
• Mutual Information 20%
• Supervised Learning 20%
• Exploit Framework 20%
• Representation Learning 20%
• Contrastive Learning 20%

Chemical Engineering

• Learning System 100%
• Supervised Learning 50%