Jupyter Notebook Examples

Pairwise Comparison example using NBA data

Source notebook for NBA

• Bradley Terry example notebook
• Reading in the data
• Setting up the tasks
• Fitting a Logistic Regression
  • Fitting a Bradley Terry model
  • Augmenting the models with covariates
• Reduction to logistic regression with covariates
• Bradley Terry model with salary covariate
• Example using GridSearchCV()

Discrete Choice reduction to Bradley terry example using swissmetro data

Source notebook for swissmetro

• We will demonstrate skpref on discrete choice data
• Changing the format of the tables for skpref
• Using only a subset of the available features
• Fit a logistic regression
• Fit a Bradley-Terry model without covariates
  • The Luce method (the default setting when aggregating a Bradley-Terry model)
  • The independent transitive aggregation method
• Fitting a Bradley-Terry model with covariates
  • Fit Bradley-Terry model with GridSearch
• Evaluation methods