Statistical Models 2019

Some useful references:

• Alvin C. Rencher, G. Bruce Schaalje - Linear Models in Statistics (2008)
• Notes of Rogelio Ramos Quiroga (2011)

Many of the examples were given to me by Rogelio Ramos Quiroga, and in many of them I extended the explanation and analysis.
I have tried to keep the original references inside the code.

• February 15
  • Cubic Splines with Julia
  • Cubic Splines with R
• March 1
  • Usual Regression with R
• April 5 & 12
  • Bayesian Regression (Article of Sudipto Banerjee)
• May 10
  • Logistic Regression (Coronary)
  • Logistic Regression (British Crime)
  • Many datasets for machine learning can be found at the UCI repository.
  • Digits Train Dataset
  • Digits Test Dataset
  • Regularized Logistic Regression (Digits)
  • Regularized Logistic Regression (Digits)
• May 17
  • Poisson Regression (Polio)
  • Poisson Regression (AIDS)