Insurance Premium Prediction via Gradient Tree-Boosted Tweedie Compound Poisson Models

Mathematics

• Compound Poisson 70%
• Poisson Model 61%
• Insurance 59%
• Prediction 44%
• Gradient 42%
• Adverse Selection 14%
• Performance Prediction 11%
• Logarithmic Mean 11%
• Dispersion Parameter 10%
• Boosting 10%
• Profile Likelihood 10%
• Linear Forms 8%
• Visualization 8%
• Nonlinear Model 7%
• Predictors 7%
• Interaction 5%
• Simulation Study 5%
• Alternatives 4%
• Estimate 3%
• Model 2%

Business & Economics

• Compound Poisson Model 100%
• Insurance Premium 63%
• Gradient 60%
• Prediction 45%
• Premium 12%
• Visualization 8%
• Predictors 8%
• Boosting 8%
• Adverse Selection 8%
• Simulation Study 7%
• Car 6%
• Insurance 5%
• Interaction 4%
• Alternatives 3%
• Performance 3%

Social Sciences

• Insurance premiums 83%
• premium 17%
• non-linear model 12%
• insurance claim 11%
• visualization 7%
• simulation 6%
• interaction 3%
• performance 3%