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NBA: Bayesian Skill Ranking. Leland Chen, Joseph Huang, Ryan Thompson. Proposed Network. Gaussian. Logistic. Case Study. Offensive/Defensive Skills. Offensive Skills: Higher the better Defensive Skills: Lower the better. 1 complete game; 183 total possessions . Traditional Box Score.

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Nba bayesian skill ranking
NBA: Bayesian Skill Ranking

Leland Chen, Joseph Huang, Ryan Thompson



Gaussian

Logistic


Case study
Case Study

Offensive/Defensive Skills

Offensive Skills: Higher the better

Defensive Skills: Lower the better

1 complete game; 183 total possessions

  • Traditional Box Score

CLE @ DET, March 07, 2007. 101-97 OT.


Future Work

Conclusion

New way to rank players based on individual contributions

  • Smoothing/Bayesian Prior

  • Coach Skill

  • Even More Data


Southwest division 2008 2009
Southwest Division 2008-2009

Top 2 pt Off./Def. Players

(600+ possessions)

Offensive Skills: Higher the better

Defensive Skills: Lower the better

35 games; 3152 1st half possessions


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