Our eLibrary offers over 25,000 IMF publications in multiple formats. Model selection and forecasting in stress tests can be facilitated using machine learning techniques. These techniques have proved ...

This course covers nonparametric modeling of complex, nonlinear predictive relationships between variables. Covered supervised learning methods include neural networks, trees, nearest neighbors, local ...

Linear models, generalized linear models, and nonlinear models are examples of parametric regression models because we know the function that describes the relationship between the response and ...