A convex formulation for learning a shared predictive structure from multiple tasks

Mathematics

• Structure Optimization 83%
• Learning 58%
• Multi-task Learning 55%
• Projected Gradient 47%
• Coordinate Descent 44%
• Formulation 41%
• Theoretical Analysis 30%
• Optimal Solution 27%
• Drosophilidae 24%
• Semidefinite Program 20%
• Descent Method 20%
• Gene Expression 20%
• Gradient Algorithm 19%
• Large Data Sets 19%
• Local Solution 18%
• Optimization Algorithm 17%
• Convert 16%
• Experiment 12%
• Demonstrate 9%
• Performance 9%
• Generalization 8%

Medicine & Life Sciences

• Interdisciplinary Placement 100%
• Datasets 30%
• Learning 28%
• Psychological Generalization 17%
• Efficiency 14%
• Drosophila 12%
• Gene Expression 7%

Engineering & Materials Science

• Multi-task learning 34%
• Gene expression 14%
• Large dataset 14%
• Experiments 4%