Regularized linear and gradient boosted ensemble methods to predict athletes' gender based on a survey of masters athletes

Mathematics

• Ensemble Methods 100%
• Gender 82%
• Gradient Method 67%
• Predict 55%
• Sports 31%
• Regularization 31%
• Decision tree 30%
• Ridge Regression 29%
• Ensemble 23%
• Penalty 22%
• Linear Model 21%
• Model 19%
• Prediction 19%
• Gradient 18%
• Elastic Net 17%
• Multilayer Perceptron 17%
• Stacking 16%
• Statistical Learning 16%
• Psychometrics 15%
• Subset Selection 15%
• Parameter Selection 15%
• Multicollinearity 15%
• Lasso 14%
• Radial Basis Function 13%
• Logistic Regression 13%
• Term 12%
• Sum of squares 12%
• Regression Function 12%
• High Accuracy 12%
• Absolute value 11%
• Nonlinear Model 11%
• Likelihood 10%
• Game 9%
• Regression 9%
• Methodology 8%
• Modeling 7%
• Demonstrate 7%

Engineering & Materials Science

• Sports 15%
• Decision trees 14%
• Logistic regression 8%
• Multilayer neural networks 7%