Globally optimal learning for structured elliptical losses

Keyphrases

• Loss Function 100%
• Optimal Learning 100%
• Globally Optimal 100%
• Popular 50%
• Training Data 50%
• Optimization Algorithm 50%
• Real-life Data 50%
• Theoretical Understanding 50%
• Multiple Labels 50%
• Contaminated Data 50%
• Gaussian Markov Random Field 50%
• Negative Log-likelihood 50%
• Robust Optimization 50%
• Elliptical Distribution 50%
• Nonconvex 50%
• Non-convexity 50%
• Structural Constraints 50%
• Heavy-tailed Data 50%
• Label Constraints 50%
• Algebraic Properties 50%
• Stationary Point 50%
• Structured Problems 50%
• Huber Loss 50%
• Regression Task 50%
• Machine Learning Applications 50%
• Robust Loss 50%

Computer Science

• Training Data 100%
• Objective Function 100%
• Critical Point 100%
• Robust Optimization 100%
• Negative Log Likelihood 100%
• Regression Task 100%
• Optimization Algorithm 100%
• Stationary Point 100%
• Structural Constraint 100%
• Machine Learning 100%
• Learning System 100%

Mathematics

• Loss Function 100%
• Training Data 50%
• Gaussian Distribution 50%
• Objective Function 50%
• Real Life 50%
• Stationary Point 50%
• Markov Random Fields 50%
• Critical Point 50%
• Algebraic Property 50%
• Log Likelihood 50%
• Elliptical Distribution 50%