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THE BOOK--Playing The Percentages In Baseball

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Friday, January 09, 2009

Modeling Baseball Player Ability with a Nested Dirichlet Distribution

By Tangotiger, 11:41 AM

A forecasting/aging paper by Brad Null.  Excellent paper, and I recommend it.  The author even went out of his way to acknowledge the sampling bias, and references one of my discussion threads.  I like him just for not limiting himself to just academic papers.  A couple of quick takeaways:
- I would have preferred a smoothed function by component (see Figure 14)
- the binomial approach, first introduced (to me) by Voros, would make more sense with K/BB split away first (see Figure 7)
(I doubt it would make even a hair of a difference, but it would make more sense I think)
- even with all these fantastic breakdowns, the final result is on par with Chone, ZiPS, PECOTA, and a bit ahead of Marcel (see Figure 22)

(Hat tip: Victor)

(15) Comments • 2009/01/16 • SabermetricsForecasting
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January 09, 2009
Modeling Baseball Player Ability with a Nested Dirichlet Distribution