This week, I will be in London
Tag Archives: Bank of England
Econometrics and Machine Learning
I will be in London, UK, at the Centre for Central Banking Studies, invited as a keynote speaker for a major conference. For my talk, on Econometric Models and Statistical Learning Techniques, the agenda is the follownig
- introduction on High Dimensional Data and Modeling
- foundations of econometric models, and probabilistic aspects
- machine learning techniques, with a discussion on boosting, cross validation
- classification, from the logistic regression to trees and random forest
- machine learning tools that can be used in econometrics, such as bootstrap, principal component analysis / partial least squares, and instrumental variables and variable selection
Slides are avaible (as usual, the pdf version is more informative than the one on slideshare where animations are missing)