1. Consider the Bradley-Terry model with home advantage (BTHA) which is defined as v di vdi+d j X₁ di + vdj P(i beats j) = if i is at home, if j is at home, where > 0 measures home advantage (> 1) or disadvantage ( < 1), and A₁, A, are the ability parameters for competitors i and j, respectively. It can be shown that the log likelihood of A, based on results of n independent matches is K l(A, y) = H log(v) + Σw; log (A;) - ΣΣn¡j log(vλ¡ +Aj), i=1 i=1 ji K (1) where w; denotes the number of wins for i, H denotes the total number of home wins, and nij denotes the number of times that i plays at home against j.

Algebra & Trigonometry with Analytic Geometry
13th Edition
ISBN:9781133382119
Author:Swokowski
Publisher:Swokowski
Chapter10: Sequences, Series, And Probability
Section10.8: Probability
Problem 31E
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ideas from gpt, but please do not believe its answer.Very very grateful!

1. Consider the Bradley-Terry model with home advantage (BTHA) which is defined as
P(i beats j)
& di
vdi + Aj
Xi
Ai + vλ j
if i is at home,
if j is at home,
where > 0 measures home advantage (½ > 1) or disadvantage (½ < 1), and \¡, λj are
the ability parameters for competitors i and j, respectively.
It can be shown that the log likelihood of A, & based on results of n independent matches
is
K
l(A, y) = H log(y) + Σw; log(A;) - ΣΣn¡¡ log(VA¡ + Aj),
i=1 ji
K
(1)
where w, denotes the number of wins for i, H denotes the total number of home wins,
and nij denotes the number of times that i plays at home against j.
Transcribed Image Text:1. Consider the Bradley-Terry model with home advantage (BTHA) which is defined as P(i beats j) & di vdi + Aj Xi Ai + vλ j if i is at home, if j is at home, where > 0 measures home advantage (½ > 1) or disadvantage (½ < 1), and \¡, λj are the ability parameters for competitors i and j, respectively. It can be shown that the log likelihood of A, & based on results of n independent matches is K l(A, y) = H log(y) + Σw; log(A;) - ΣΣn¡¡ log(VA¡ + Aj), i=1 ji K (1) where w, denotes the number of wins for i, H denotes the total number of home wins, and nij denotes the number of times that i plays at home against j.
2.
The likelihood function under the Bradley-Terry model
with home advantage can be written
hij
di
ZA) -ĤIII(A)(^.^).
L(A, &) =
+ λ;
K
aij
+ j
where hij denotes the number of home wins for i against j and aij denotes the number of
away wins for i against j. Show that the log likelihood is given by the expression in (1).
i=1 ji
Transcribed Image Text:2. The likelihood function under the Bradley-Terry model with home advantage can be written hij di ZA) -ĤIII(A)(^.^). L(A, &) = + λ; K aij + j where hij denotes the number of home wins for i against j and aij denotes the number of away wins for i against j. Show that the log likelihood is given by the expression in (1). i=1 ji
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