Stability approach to regularization selection (StARS) for high dimensional graphical models

Keyphrases

• Akaike Information Criterion 40%
• Bayesian Information Criterion 40%
• Data Dependency 20%
• Graph Estimation 20%
• High-dimensional Setting 20%
• K-fold Cross-validation 40%
• Model Selection 20%
• Model Selection Strategy 20%
• Regularization Parameter 40%
• Regularization Selection 100%
• Stability Approach 100%
• State-of-the-art Models 20%

Computer Science

• Dimensional Problem 16%
• Fold Cross Validation 33%
• Graphical Model 100%
• Information Criterion 66%
• Mild Condition 16%
• Regularization Parameter 33%

Mathematics

• Akaike Information Criterion 25%
• Bayesian Information Criterion 25%
• Cross-Validation 25%
• Dependent Data 12%
• Model Selection 12%
• Sparse Graphs 12%