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Bayesian Inference on Plackett-Luce Model

python   MIT license  

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In this project, we rank the relative skills of 24 poker players over 134 poker games. For each game, there is a ranking for each participant.

  • Plackett-Luce model for multiple players as a generalization of the Bradley-Terry model for two players
  • Elicit prior, perform posterior inference with MCMC, and estimate the Bayes factor with the Bridge estimator
  • In particular, we want to understand whether the performance of the players depends on two covariates: seniority (age) and skill

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