Using supervised learning and guided monte carlo tree search for beam orientation optimization in radiation therapy

Mathematics

• Radiation Therapy 100%
• Supervised Learning 92%
• Search Trees 85%
• Optimization 49%
• Column Generation 46%
• Policy 21%
• Reinforcement Learning 16%
• Radiotherapy 15%
• Prostate Cancer 15%
• Margin 12%
• Greedy Algorithm 12%
• Fitness 12%
• Dose 11%
• Planning 11%
• Coverage 10%
• Update 10%
• Neural Networks 10%
• Predict 10%
• Human 9%
• Target 9%
• Objective function 9%
• Vertex of a graph 6%

Engineering & Materials Science

• Radiotherapy 80%
• Supervised learning 68%
• Reinforcement learning 64%
• Deep learning 57%
• Planning 41%
• Neural networks 39%