Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Keyphrases

• Machine Learning 100%
• Regression Learning 100%
• Poisoning Attack 100%
• Attacker 40%
• Predictive Models 20%
• Training Process 20%
• Healthcare 20%
• Linear Regression 20%
• Training Data 20%
• Optimization Framework 20%
• Linear Regression Model 20%
• High Resilience 20%
• Machine Learning Algorithms 20%
• Realistic Dataset 20%
• Real Estate 20%
• Attack Defense 20%
• Loan Evaluation 20%
• Formal Guarantees 20%
• Automated Decisions 20%
• Statistical Attack 20%
• Defense Method 20%

Computer Science

• Machine Learning 100%
• Attackers 100%
• Training Process 50%
• Training Data 50%
• Health Care 50%
• Optimization Framework 50%
• Predictive Model 50%
• Machine Learning Algorithm 50%
• Real Estate 50%
• Automated Decision 50%