A machine learning approach to investigate the relationship between shape features and numerically predicted risk of ascending aortic aneurysm

Mathematics

• Shape Feature 100%
• Aneurysm 93%
• Machine Learning 64%
• Rupture 53%
• Relationships 35%
• Intuitive 19%
• CT Image 16%
• Aorta 16%
• 3D Image 15%
• Support Vector Regression 14%
• Support Vector Machine 12%
• Material Properties 12%
• Surrogate 11%
• Learning Algorithm 11%
• Cross-validation 10%
• Repair 10%
• Classifier 10%
• Linkage 10%
• Model 9%
• Prediction 7%
• Curvature 7%
• Regression 7%
• Simulation 6%
• Performance 5%

Medicine & Life Sciences

• Aortic Aneurysm 68%
• Machine Learning 66%
• Rupture 25%
• Statistical Models 22%
• Aortic Rupture 12%
• Support Vector Machine 11%
• Aneurysm 8%
• Aorta 8%
• Datasets 7%
• Learning 7%
• Pressure 6%
• Blood Pressure 6%

Engineering & Materials Science

• Machine learning 42%
• Finite element method 30%
• Support vector regression 11%
• Materials properties 8%
• Learning algorithms 8%
• Repair 7%
• Support vector machines 7%
• Classifiers 6%