Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning

Keyphrases

• Effective Data 100%
• Data Augmentation 100%
• Adversarial Examples 100%
• Unsupervised Machine Learning 100%
• Mutual Information 12%
• Supervised Learning 12%
• Learning Task 12%
• Similarity Measure 12%
• Information Theory 12%
• Learning Classifiers 12%
• Efficient Generation 12%
• Data Reconstruction 12%
• Ground Truth Data 12%
• Convergence Guarantee 12%
• Min-max Algorithm 12%
• Unsupervised Model 12%
• Machine Learning Models 12%
• Representation Learning 12%
• Model Retraining 12%
• Contrastive Learning 12%
• Provable Convergence 12%
• Neural Estimator 12%
• Data Label 12%

Computer Science

• Data Augmentation 100%
• Adversarial Example 100%
• Machine Learning 100%
• Learning System 100%
• Mutual Information 12%
• Supervised Learning 12%
• Exploit Framework 12%
• Representation Learning 12%
• Contrastive Learning 12%

Chemical Engineering

• Learning System 100%
• Supervised Learning 33%