Stepwise group sparse regression (SGSR): Gene-set-based pharmacogenomic predictive models with stepwise selection of functional priors

Mathematics

• Predictive Model 78%
• Cancer 59%
• Gene 56%
• Genomics 56%
• Regression 44%
• Interpretability 38%
• Predictors 26%
• Data-driven 21%
• Drugs 19%
• Knowledge 14%
• Cell 14%
• Elastic Net 14%
• Strategy 13%
• Aberration 13%
• Statistical Learning 12%
• Predictability 12%
• Line 12%
• Model 12%
• Pathway 11%
• Performance 11%
• Prior Knowledge 11%
• Modality 11%
• Therapy 10%
• Resistance 10%
• Regularization Method 10%
• Protein 10%
• Linear Regression Model 9%
• Learning 8%
• Regularization 8%
• Profile 8%
• Regression Model 7%
• Evaluate 7%
• Modeling 6%

Engineering & Materials Science

• Pharmacogenetics 100%
• Genes 55%
• Genomics 19%
• Cells 18%
• Aberrations 12%
• Linear regression 9%
• Proteins 8%

Medicine & Life Sciences

• Pharmacogenetics 65%
• Genes 23%
• Genomics 19%
• Neoplasms 18%
• Linear Models 15%
• Learning 14%
• Encyclopedias 12%
• Cell Line 11%
• Psychology Recognition 8%
• Pharmaceutical Preparations 7%
• Datasets 7%
• Aptitude 6%
• Therapeutics 4%
• Proteins 3%