Efficient global approximation of generalized nonlinear ℓ₁ -Regularized solution paths and its applications

Business & Economics

• Regularization 100%
• Approximation 62%
• Numerical Optimization 57%
• Logistic Regression 53%
• Splines 50%
• Kernel 46%
• Loss Function 43%
• Methodology 38%

Mathematics

• Path 52%
• Approximation 38%
• Regularization 33%
• Support Vector 29%
• Elastic Net 28%
• Methodology 28%
• Quadratic Spline 26%
• Numerical Optimization 24%
• Kernel Regression 24%
• Local Approximation 23%
• Linear Approximation 21%
• Logistic Regression 20%
• Loss Function 19%
• Flexibility 18%
• High-dimensional 15%
• Framework 10%
• Generalization 9%