CHARACTERIZING THE SLOPE TRADE-OFF: A VARIATIONAL PERSPECTIVE AND THE DONOHO–TANNER LIMIT

Keyphrases

• True Positive 100%
• False Discovery Proportion 100%
• Variational Perspective 100%
• Positive Proportion 100%
• 1 Regularization 66%
• Least Absolute Shrinkage and Selection Operator (LASSO) 66%
• Fundamental Limits 33%
• Sparsity 33%
• Popular 33%
• Problem Instances 33%
• Estimation Problem 33%
• Novel Technique 33%
• Tight Lower Bound 33%
• Linear Regression 33%
• Regularization Method 33%
• Convex Optimization Problem 33%
• Power Limit 33%
• Gaussian Random 33%
• Type I Error 33%
• Statistical Estimation 33%
• Random Design 33%
• PASS Theory 33%
• Infinite-dimensional Optimization 33%
• SLOPE Estimator 33%
• Optimal Tradeoff 33%
• Possible Power 33%
• Approximate Message Passing 33%
• Calculus of Variations Problems 33%
• Estimation Risk 33%

Mathematics

• Regularization 100%
• Least Absolute Shrinkage and Selection Operator 50%
• Upper Bound 25%
• Approximates 25%
• Gaussian Distribution 25%
• Calculus of Variations 25%
• Effect Size 25%
• Linear Regression Analysis 25%