Inatennismatchwithplayers a and b, let ab betheprobabilitythat a defeats b. The BradleyTerrymodel is log(ab~ba) = a
Question:
Inatennismatchwithplayers a and
b, let Πab betheprobabilitythat a defeats
b. The Bradley–Terrymodel is log(Πab~Πba) = βa − βb, with anidentifiabilityconstraint,suchas βc = 0 for player
c. For T players,thismodels T(T −
1)~2 probabilities by (T − 1) parameters. Fitthemodeltothe Tennis data fileatthebook’s website,whichshowsresultsforDjokovic,Federer,Murray,Nadal,andWawrinkabetween January2014andJanuary2018.(Eachlineofthedatafileshowsthenumbersofwinsand losses formatchesbetweentheplayerwithindicator+1andtheplayerwithindicator −1. Using an R modelstatementintheformat glm(won/(won+lost) ∼ -1 +Djokovic+ ⋯ + Wawrinka,
...) suppresses theinterceptterm.)EstimatetheprobabilitythatFedererbeatsMurrayand compare itwiththesampleproportion.
Step by Step Answer:
Foundations Of Statistics For Data Scientists With R And Python
ISBN: 9780367748456
1st Edition
Authors: Alan Agresti