Hierarchical Bayesian Modeling of Hitting Performance in Baseball

Autor: Jensen, Shane T., McShane, Blake, Wyner, Abraham J.
Rok vydání: 2009
Předmět:
Zdroj: Bayesian Analysis 2009, Vol. 4, No. 4, 631-652
Druh dokumentu: Working Paper
DOI: 10.1214/09-BA424
Popis: We have developed a sophisticated statistical model for predicting the hitting performance of Major League baseball players. The Bayesian paradigm provides a principled method for balancing past performance with crucial covariates, such as player age and position. We share information across time and across players by using mixture distributions to control shrinkage for improved accuracy. We compare the performance of our model to current sabermetric methods on a held-out season (2006), and discuss both successes and limitations.
Databáze: arXiv